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@article{DBLP:journals/ral/VlahovGFSAT24,
  author       = {Bogdan I. Vlahov and
                  Jason Gibson and
                  David D. Fan and
                  Patrick Spieler and
                  Ali{-}akbar Agha{-}mohammadi and
                  Evangelos A. Theodorou},
  title        = {Low Frequency Sampling in Model Predictive Path Integral Control},
  journal      = {{IEEE} Robotics Autom. Lett.},
  volume       = {9},
  number       = {5},
  pages        = {4543--4550},
  year         = {2024},
  url          = {https://doi.org/10.1109/LRA.2024.3382530},
  doi          = {10.1109/LRA.2024.3382530},
  timestamp    = {Sat, 04 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ral/VlahovGFSAT24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tac/HawkinsPTT24,
  author       = {Kelsey P. Hawkins and
                  Ali Pakniyat and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Solving Feynman-Kac Forward-Backward SDEs Using McKean-Markov Branched
                  Sampling},
  journal      = {{IEEE} Trans. Autom. Control.},
  volume       = {69},
  number       = {9},
  pages        = {5695--5710},
  year         = {2024},
  url          = {https://doi.org/10.1109/TAC.2023.3349173},
  doi          = {10.1109/TAC.2023.3349173},
  timestamp    = {Sun, 08 Sep 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tac/HawkinsPTT24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcss/MaoHAT24,
  author       = {Yanbing Mao and
                  Naira Hovakimyan and
                  Tarek F. Abdelzaher and
                  Evangelos A. Theodorou},
  title        = {Social System Inference From Noisy Observations},
  journal      = {{IEEE} Trans. Comput. Soc. Syst.},
  volume       = {11},
  number       = {1},
  pages        = {639--651},
  year         = {2024},
  url          = {https://doi.org/10.1109/TCSS.2022.3229599},
  doi          = {10.1109/TCSS.2022.3229599},
  timestamp    = {Thu, 29 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tcss/MaoHAT24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ChenGDTSZ24,
  author       = {Tianrong Chen and
                  Jiatao Gu and
                  Laurent Dinh and
                  Evangelos A. Theodorou and
                  Joshua M. Susskind and
                  Shuangfei Zhai},
  title        = {Generative Modeling with Phase Stochastic Bridge},
  booktitle    = {The Twelfth International Conference on Learning Representations,
                  {ICLR} 2024, Vienna, Austria, May 7-11, 2024},
  publisher    = {OpenReview.net},
  year         = {2024},
  url          = {https://openreview.net/forum?id=tUtGjQEDd4},
  timestamp    = {Mon, 29 Jul 2024 16:19:40 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ChenGDTSZ24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LiuLNKTC24,
  author       = {Guan{-}Horng Liu and
                  Yaron Lipman and
                  Maximilian Nickel and
                  Brian Karrer and
                  Evangelos A. Theodorou and
                  Ricky T. Q. Chen},
  title        = {Generalized Schr{\"{o}}dinger Bridge Matching},
  booktitle    = {The Twelfth International Conference on Learning Representations,
                  {ICLR} 2024, Vienna, Austria, May 7-11, 2024},
  publisher    = {OpenReview.net},
  year         = {2024},
  url          = {https://openreview.net/forum?id=SoismgeX7z},
  timestamp    = {Wed, 07 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/LiuLNKTC24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/TheodoropoulosL24,
  author       = {Panagiotis Theodoropoulos and
                  Guan{-}Horng Liu and
                  Tianrong Chen and
                  Augustinos D. Saravanos and
                  Evangelos A. Theodorou},
  title        = {A robust differential Neural {ODE} Optimizer},
  booktitle    = {The Twelfth International Conference on Learning Representations,
                  {ICLR} 2024, Vienna, Austria, May 7-11, 2024},
  publisher    = {OpenReview.net},
  year         = {2024},
  url          = {https://openreview.net/forum?id=zbOSJ3CATY},
  timestamp    = {Wed, 07 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/TheodoropoulosL24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/AoyamaHT24,
  author       = {Yuichiro Aoyama and
                  Amin Haeri and
                  Evangelos A. Theodorou},
  title        = {Optimal Control of Granular Material},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2024, Yokohama, Japan, May 13-17, 2024},
  pages        = {13234--13241},
  publisher    = {{IEEE}},
  year         = {2024},
  url          = {https://doi.org/10.1109/ICRA57147.2024.10611171},
  doi          = {10.1109/ICRA57147.2024.10611171},
  timestamp    = {Mon, 19 Aug 2024 15:58:53 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/AoyamaHT24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-16227,
  author       = {Arshiya Taj Abdul and
                  Augustinos D. Saravanos and
                  Evangelos A. Theodorou},
  title        = {Scaling Robust Optimization for Multi-Agent Robotic Systems: {A} Distributed
                  Perspective},
  journal      = {CoRR},
  volume       = {abs/2402.16227},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.16227},
  doi          = {10.48550/ARXIV.2402.16227},
  eprinttype    = {arXiv},
  eprint       = {2402.16227},
  timestamp    = {Mon, 25 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-16227.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-18130,
  author       = {Yuichiro Aoyama and
                  Evangelos A. Theodorou},
  title        = {Generalized Maximum Entropy Differential Dynamic Programming},
  journal      = {CoRR},
  volume       = {abs/2403.18130},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2403.18130},
  doi          = {10.48550/ARXIV.2403.18130},
  eprinttype    = {arXiv},
  eprint       = {2403.18130},
  timestamp    = {Thu, 11 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2403-18130.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-03094,
  author       = {Bogdan I. Vlahov and
                  Jason Gibson and
                  David D. Fan and
                  Patrick Spieler and
                  Ali{-}akbar Agha{-}mohammadi and
                  Evangelos A. Theodorou},
  title        = {Low Frequency Sampling in Model Predictive Path Integral Control},
  journal      = {CoRR},
  volume       = {abs/2404.03094},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2404.03094},
  doi          = {10.48550/ARXIV.2404.03094},
  eprinttype    = {arXiv},
  eprint       = {2404.03094},
  timestamp    = {Mon, 13 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2404-03094.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-06336,
  author       = {Yuchen Zhu and
                  Tianrong Chen and
                  Evangelos A. Theodorou and
                  Xie Chen and
                  Molei Tao},
  title        = {Quantum State Generation with Structure-Preserving Diffusion Model},
  journal      = {CoRR},
  volume       = {abs/2404.06336},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2404.06336},
  doi          = {10.48550/ARXIV.2404.06336},
  eprinttype    = {arXiv},
  eprint       = {2404.06336},
  timestamp    = {Thu, 13 Jun 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2404-06336.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-13430,
  author       = {Chenru Duan and
                  Guan{-}Horng Liu and
                  Yuanqi Du and
                  Tianrong Chen and
                  Qiyuan Zhao and
                  Haojun Jia and
                  Carla P. Gomes and
                  Evangelos A. Theodorou and
                  Heather J. Kulik},
  title        = {React-OT: Optimal Transport for Generating Transition State in Chemical
                  Reactions},
  journal      = {CoRR},
  volume       = {abs/2404.13430},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2404.13430},
  doi          = {10.48550/ARXIV.2404.13430},
  eprinttype    = {arXiv},
  eprint       = {2404.13430},
  timestamp    = {Wed, 29 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2404-13430.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2405-16381,
  author       = {Yuchen Zhu and
                  Tianrong Chen and
                  Lingkai Kong and
                  Evangelos A. Theodorou and
                  Molei Tao},
  title        = {Trivialized Momentum Facilitates Diffusion Generative Modeling on
                  Lie Groups},
  journal      = {CoRR},
  volume       = {abs/2405.16381},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2405.16381},
  doi          = {10.48550/ARXIV.2405.16381},
  eprinttype    = {arXiv},
  eprint       = {2405.16381},
  timestamp    = {Tue, 18 Jun 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2405-16381.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ejtl/TheodorouSA23,
  author       = {Evangelos Theodorou and
                  Evangelos Spiliotis and
                  Vassilios Assimakopoulos},
  title        = {Optimizing inventory control through a data-driven and model-independent
                  framework},
  journal      = {{EURO} J. Transp. Logist.},
  volume       = {12},
  pages        = {100103},
  year         = {2023},
  url          = {https://doi.org/10.1016/j.ejtl.2022.100103},
  doi          = {10.1016/J.EJTL.2022.100103},
  timestamp    = {Sat, 08 Jun 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ejtl/TheodorouSA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcns/SongWGTHT23,
  author       = {Lin Song and
                  Neng Wan and
                  Aditya Gahlawat and
                  Chuyuan Tao and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  title        = {Generalization of Safe Optimal Control Actions on Networked Multiagent
                  Systems},
  journal      = {{IEEE} Trans. Control. Netw. Syst.},
  volume       = {10},
  number       = {1},
  pages        = {491--502},
  year         = {2023},
  url          = {https://doi.org/10.1109/TCNS.2022.3203479},
  doi          = {10.1109/TCNS.2022.3203479},
  timestamp    = {Tue, 28 Mar 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tcns/SongWGTHT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/trob/SaravanosAZT23,
  author       = {Augustinos D. Saravanos and
                  Yuichiro Aoyama and
                  Hongchang Zhu and
                  Evangelos A. Theodorou},
  title        = {Distributed Differential Dynamic Programming Architectures for Large-Scale
                  Multiagent Control},
  journal      = {{IEEE} Trans. Robotics},
  volume       = {39},
  number       = {6},
  pages        = {4387--4407},
  year         = {2023},
  url          = {https://doi.org/10.1109/TRO.2023.3319894},
  doi          = {10.1109/TRO.2023.3319894},
  timestamp    = {Sat, 13 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/trob/SaravanosAZT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icar/KupermanAST23,
  author       = {Joshua E. Kuperman and
                  Hassan Almubarak and
                  Augustinos D. Saravanos and
                  Evangelos A. Theodorou},
  title        = {Improved Exploration for Safety-Embedded Differential Dynamic Programming
                  Using Tolerant Barrier States},
  booktitle    = {21st International Conference on Advanced Robotics, {ICAR} 2023, Abu
                  Dhabi, United Arab Emirates, December 5-8, 2023},
  pages        = {183--190},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/ICAR58858.2023.10406518},
  doi          = {10.1109/ICAR58858.2023.10406518},
  timestamp    = {Fri, 23 Feb 2024 16:04:54 +0100},
  biburl       = {https://dblp.org/rec/conf/icar/KupermanAST23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LiuVHTNA23,
  author       = {Guan{-}Horng Liu and
                  Arash Vahdat and
                  De{-}An Huang and
                  Evangelos A. Theodorou and
                  Weili Nie and
                  Anima Anandkumar},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {I\({}^{\mbox{2}}\)SB: Image-to-Image Schr{\"{o}}dinger Bridge},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {22042--22062},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/liu23ai.html},
  timestamp    = {Mon, 28 Aug 2023 17:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/LiuVHTNA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/GibsonVFSPAT23,
  author       = {Jason Gibson and
                  Bogdan I. Vlahov and
                  David D. Fan and
                  Patrick Spieler and
                  Daniel Pastor and
                  Ali{-}akbar Agha{-}mohammadi and
                  Evangelos A. Theodorou},
  title        = {A Multi-step Dynamics Modeling Framework For Autonomous Driving In
                  Multiple Environments},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2023, London, UK, May 29 - June 2, 2023},
  pages        = {7959--7965},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/ICRA48891.2023.10161330},
  doi          = {10.1109/ICRA48891.2023.10161330},
  timestamp    = {Tue, 08 Aug 2023 10:24:29 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/GibsonVFSPAT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/SoDBDRT23,
  author       = {Oswin So and
                  Paul Drews and
                  Thomas Balch and
                  Velin Dimitrov and
                  Guy Rosman and
                  Evangelos A. Theodorou},
  title        = {MPOGames: Efficient Multimodal Partially Observable Dynamic Games},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2023, London, UK, May 29 - June 2, 2023},
  pages        = {3189--3196},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/ICRA48891.2023.10160342},
  doi          = {10.1109/ICRA48891.2023.10160342},
  timestamp    = {Tue, 08 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/SoDBDRT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChenLTT23,
  author       = {Tianrong Chen and
                  Guan{-}Horng Liu and
                  Molei Tao and
                  Evangelos A. Theodorou},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Deep Momentum Multi-Marginal Schr{\"{o}}dinger Bridge},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/b2c39fe6ce838440faf03a0f780e7a63-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ChenLTT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiuCTT23,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou and
                  Molei Tao},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Mirror Diffusion Models for Constrained and Watermarked Generation},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/85f5c7372625d1e0df0e3996f85062d6-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/LiuCTT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/SaravanosLT23,
  author       = {Augustinos D. Saravanos and
                  Yihui Li and
                  Evangelos A. Theodorou},
  editor       = {Kostas E. Bekris and
                  Kris Hauser and
                  Sylvia L. Herbert and
                  Jingjin Yu},
  title        = {Distributed Hierarchical Distribution Control for Very-Large-Scale
                  Clustered Multi-Agent Systems},
  booktitle    = {Robotics: Science and Systems XIX, Daegu, Republic of Korea, July
                  10-14, 2023},
  year         = {2023},
  url          = {https://doi.org/10.15607/RSS.2023.XIX.110},
  doi          = {10.15607/RSS.2023.XIX.110},
  timestamp    = {Thu, 20 Jul 2023 14:53:22 +0200},
  biburl       = {https://dblp.org/rec/conf/rss/SaravanosLT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-05872,
  author       = {Guan{-}Horng Liu and
                  Arash Vahdat and
                  De{-}An Huang and
                  Evangelos A. Theodorou and
                  Weili Nie and
                  Anima Anandkumar},
  title        = {I\({}^{\mbox{2}}\)SB: Image-to-Image Schr{\"{o}}dinger Bridge},
  journal      = {CoRR},
  volume       = {abs/2302.05872},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.05872},
  doi          = {10.48550/ARXIV.2302.05872},
  eprinttype    = {arXiv},
  eprint       = {2302.05872},
  timestamp    = {Sun, 19 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-05872.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-01751,
  author       = {Tianrong Chen and
                  Guan{-}Horng Liu and
                  Molei Tao and
                  Evangelos A. Theodorou},
  title        = {Deep Momentum Multi-Marginal Schr{\"{o}}dinger Bridge},
  journal      = {CoRR},
  volume       = {abs/2303.01751},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.01751},
  doi          = {10.48550/ARXIV.2303.01751},
  eprinttype    = {arXiv},
  eprint       = {2303.01751},
  timestamp    = {Mon, 06 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-01751.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-03360,
  author       = {Joshua E. Kuperman and
                  Hassan Almubarak and
                  Augustinos D. Saravanos and
                  Evangelos A. Theodorou},
  title        = {Improved Exploration for Safety-Embedded Differential Dynamic Programming
                  Using Tolerant Barrier States},
  journal      = {CoRR},
  volume       = {abs/2303.03360},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.03360},
  doi          = {10.48550/ARXIV.2303.03360},
  eprinttype    = {arXiv},
  eprint       = {2303.03360},
  timestamp    = {Tue, 14 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-03360.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-03441,
  author       = {Manan Gandhi and
                  Hassan Almubarak and
                  Evangelos A. Theodorou},
  title        = {Safe Importance Sampling in Model Predictive Path Integral Control},
  journal      = {CoRR},
  volume       = {abs/2303.03441},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.03441},
  doi          = {10.48550/ARXIV.2303.03441},
  eprinttype    = {arXiv},
  eprint       = {2303.03441},
  timestamp    = {Wed, 15 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-03441.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-02241,
  author       = {Jason Gibson and
                  Bogdan I. Vlahov and
                  David D. Fan and
                  Patrick Spieler and
                  Daniel Pastor and
                  Ali{-}akbar Agha{-}mohammadi and
                  Evangelos A. Theodorou},
  title        = {A Multi-step Dynamics Modeling Framework For Autonomous Driving In
                  Multiple Environments},
  journal      = {CoRR},
  volume       = {abs/2305.02241},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.02241},
  doi          = {10.48550/ARXIV.2305.02241},
  eprinttype    = {arXiv},
  eprint       = {2305.02241},
  timestamp    = {Fri, 05 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-02241.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-18718,
  author       = {Augustinos D. Saravanos and
                  Yihui Li and
                  Evangelos A. Theodorou},
  title        = {Distributed Hierarchical Distribution Control for Very-Large-Scale
                  Clustered Multi-Agent Systems},
  journal      = {CoRR},
  volume       = {abs/2305.18718},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.18718},
  doi          = {10.48550/ARXIV.2305.18718},
  eprinttype    = {arXiv},
  eprint       = {2305.18718},
  timestamp    = {Wed, 07 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-18718.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-08426,
  author       = {Alex Oshin and
                  Evangelos A. Theodorou},
  title        = {Differentiable Robust Model Predictive Control},
  journal      = {CoRR},
  volume       = {abs/2308.08426},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.08426},
  doi          = {10.48550/ARXIV.2308.08426},
  eprinttype    = {arXiv},
  eprint       = {2308.08426},
  timestamp    = {Thu, 24 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-08426.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-01236,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou and
                  Molei Tao},
  title        = {Mirror Diffusion Models for Constrained and Watermarked Generation},
  journal      = {CoRR},
  volume       = {abs/2310.01236},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.01236},
  doi          = {10.48550/ARXIV.2310.01236},
  eprinttype    = {arXiv},
  eprint       = {2310.01236},
  timestamp    = {Thu, 26 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-01236.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-02233,
  author       = {Guan{-}Horng Liu and
                  Yaron Lipman and
                  Maximilian Nickel and
                  Brian Karrer and
                  Evangelos A. Theodorou and
                  Ricky T. Q. Chen},
  title        = {Generalized Schr{\"{o}}dinger Bridge Matching},
  journal      = {CoRR},
  volume       = {abs/2310.02233},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.02233},
  doi          = {10.48550/ARXIV.2310.02233},
  eprinttype    = {arXiv},
  eprint       = {2310.02233},
  timestamp    = {Sun, 04 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-02233.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-07022,
  author       = {Hassan Almubarak and
                  Nader Sadegh and
                  Evangelos A. Theodorou},
  title        = {Barrier States Theory for Safety-Critical Multi-Objective Control},
  journal      = {CoRR},
  volume       = {abs/2310.07022},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.07022},
  doi          = {10.48550/ARXIV.2310.07022},
  eprinttype    = {arXiv},
  eprint       = {2310.07022},
  timestamp    = {Tue, 24 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-07022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-07805,
  author       = {Tianrong Chen and
                  Jiatao Gu and
                  Laurent Dinh and
                  Evangelos A. Theodorou and
                  Josh M. Susskind and
                  Shuangfei Zhai},
  title        = {Generative Modeling with Phase Stochastic Bridges},
  journal      = {CoRR},
  volume       = {abs/2310.07805},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.07805},
  doi          = {10.48550/ARXIV.2310.07805},
  eprinttype    = {arXiv},
  eprint       = {2310.07805},
  timestamp    = {Tue, 24 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-07805.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-06978,
  author       = {Valentin De Bortoli and
                  Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou and
                  Weilie Nie},
  title        = {Augmented Bridge Matching},
  journal      = {CoRR},
  volume       = {abs/2311.06978},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.06978},
  doi          = {10.48550/ARXIV.2311.06978},
  eprinttype    = {arXiv},
  eprint       = {2311.06978},
  timestamp    = {Wed, 15 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-06978.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/arobots/EvansKT22,
  author       = {Ethan N. Evans and
                  Andrew P. Kendall and
                  Evangelos A. Theodorou},
  title        = {Stochastic spatio-temporal optimization for control and co-design
                  of systems in robotics and applied physics},
  journal      = {Auton. Robots},
  volume       = {46},
  number       = {1},
  pages        = {283--306},
  year         = {2022},
  url          = {https://doi.org/10.1007/s10514-021-10003-y},
  doi          = {10.1007/S10514-021-10003-Y},
  timestamp    = {Wed, 23 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/arobots/EvansKT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csysl/AlmubarakST22,
  author       = {Hassan Almubarak and
                  Nader Sadegh and
                  Evangelos A. Theodorou},
  title        = {Safety Embedded Control of Nonlinear Systems via Barrier States},
  journal      = {{IEEE} Control. Syst. Lett.},
  volume       = {6},
  pages        = {1328--1333},
  year         = {2022},
  url          = {https://doi.org/10.1109/LCSYS.2021.3093255},
  doi          = {10.1109/LCSYS.2021.3093255},
  timestamp    = {Thu, 16 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/csysl/AlmubarakST22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ral/AlmubarakSST22,
  author       = {Hassan Almubarak and
                  Kyle Stachowicz and
                  Nader Sadegh and
                  Evangelos A. Theodorou},
  title        = {Safety Embedded Differential Dynamic Programming Using Discrete Barrier
                  States},
  journal      = {{IEEE} Robotics Autom. Lett.},
  volume       = {7},
  number       = {2},
  pages        = {2755--2762},
  year         = {2022},
  url          = {https://doi.org/10.1109/LRA.2022.3143301},
  doi          = {10.1109/LRA.2022.3143301},
  timestamp    = {Fri, 01 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ral/AlmubarakSST22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ral/FanAT22,
  author       = {David D. Fan and
                  Ali{-}akbar Agha{-}mohammadi and
                  Evangelos A. Theodorou},
  title        = {Learning Risk-Aware Costmaps for Traversability in Challenging Environments},
  journal      = {{IEEE} Robotics Autom. Lett.},
  volume       = {7},
  number       = {1},
  pages        = {279--286},
  year         = {2022},
  url          = {https://doi.org/10.1109/LRA.2021.3125047},
  doi          = {10.1109/LRA.2021.3125047},
  timestamp    = {Wed, 15 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ral/FanAT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ral/LeeITB22,
  author       = {Keuntaek Lee and
                  David Isele and
                  Evangelos A. Theodorou and
                  Sangjae Bae},
  title        = {Spatiotemporal Costmap Inference for {MPC} Via Deep Inverse Reinforcement
                  Learning},
  journal      = {{IEEE} Robotics Autom. Lett.},
  volume       = {7},
  number       = {2},
  pages        = {3194--3201},
  year         = {2022},
  url          = {https://doi.org/10.1109/LRA.2022.3146635},
  doi          = {10.1109/LRA.2022.3146635},
  timestamp    = {Fri, 01 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ral/LeeITB22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/AlmubarakTS22,
  author       = {Hassan Almubarak and
                  Evangelos A. Theodorou and
                  Nader Sadegh},
  title        = {Barrier States Embedded Iterative Dynamic Game for Robust and Safe
                  Trajectory Optimization},
  booktitle    = {American Control Conference, {ACC} 2022, Atlanta, GA, USA, June 8-10,
                  2022},
  pages        = {5166--5172},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.23919/ACC53348.2022.9867501},
  doi          = {10.23919/ACC53348.2022.9867501},
  timestamp    = {Mon, 06 Nov 2023 12:57:51 +0100},
  biburl       = {https://dblp.org/rec/conf/amcc/AlmubarakTS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/BalciBVT22,
  author       = {Isin M. Balci and
                  Efstathios Bakolas and
                  Bogdan I. Vlahov and
                  Evangelos A. Theodorou},
  title        = {Constrained Covariance Steering Based Tube-MPPI},
  booktitle    = {American Control Conference, {ACC} 2022, Atlanta, GA, USA, June 8-10,
                  2022},
  pages        = {4197--4202},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.23919/ACC53348.2022.9867864},
  doi          = {10.23919/ACC53348.2022.9867864},
  timestamp    = {Mon, 12 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/BalciBVT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/Chen0T22,
  author       = {Tianrong Chen and
                  Ziyi Wang and
                  Evangelos A. Theodorou},
  title        = {Deep Graphic FBSDEs for Opinion Dynamics Stochastic Control},
  booktitle    = {61st {IEEE} Conference on Decision and Control, {CDC} 2022, Cancun,
                  Mexico, December 6-9, 2022},
  pages        = {4652--4659},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/CDC51059.2022.9992761},
  doi          = {10.1109/CDC51059.2022.9992761},
  timestamp    = {Wed, 18 Jan 2023 15:37:37 +0100},
  biburl       = {https://dblp.org/rec/conf/cdc/Chen0T22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ChenLT22,
  author       = {Tianrong Chen and
                  Guan{-}Horng Liu and
                  Evangelos A. Theodorou},
  title        = {Likelihood Training of Schr{\"{o}}dinger Bridge using Forward-Backward
                  SDEs Theory},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=nioAdKCEdXB},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ChenLT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/So0T22,
  author       = {Oswin So and
                  Ziyi Wang and
                  Evangelos A. Theodorou},
  title        = {Maximum Entropy Differential Dynamic Programming},
  booktitle    = {2022 International Conference on Robotics and Automation, {ICRA} 2022,
                  Philadelphia, PA, USA, May 23-27, 2022},
  pages        = {3422--3428},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/ICRA46639.2022.9812228},
  doi          = {10.1109/ICRA46639.2022.9812228},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icra/So0T22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/StachowiczT22,
  author       = {Kyle Stachowicz and
                  Evangelos A. Theodorou},
  title        = {Optimal-Horizon Model Predictive Control with Differential Dynamic
                  Programming},
  booktitle    = {2022 International Conference on Robotics and Automation, {ICRA} 2022,
                  Philadelphia, PA, USA, May 23-27, 2022},
  pages        = {1440--1446},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/ICRA46639.2022.9812036},
  doi          = {10.1109/ICRA46639.2022.9812036},
  timestamp    = {Wed, 20 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/StachowiczT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/YinZTT22,
  author       = {Ji Yin and
                  Zhiyuan Zhang and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Trajectory Distribution Control for Model Predictive Path Integral
                  Control using Covariance Steering},
  booktitle    = {2022 International Conference on Robotics and Automation, {ICRA} 2022,
                  Philadelphia, PA, USA, May 23-27, 2022},
  pages        = {1478--1484},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/ICRA46639.2022.9811615},
  doi          = {10.1109/ICRA46639.2022.9811615},
  timestamp    = {Thu, 25 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/YinZTT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/LeeITB22,
  author       = {Keuntaek Lee and
                  David Isele and
                  Evangelos A. Theodorou and
                  Sangjae Bae},
  title        = {Risk-sensitive MPCs with Deep Distributional Inverse {RL} for Autonomous
                  Driving},
  booktitle    = {{IEEE/RSJ} International Conference on Intelligent Robots and Systems,
                  {IROS} 2022, Kyoto, Japan, October 23-27, 2022},
  pages        = {7635--7642},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/IROS47612.2022.9981223},
  doi          = {10.1109/IROS47612.2022.9981223},
  timestamp    = {Tue, 03 Jan 2023 14:18:21 +0100},
  biburl       = {https://dblp.org/rec/conf/iros/LeeITB22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiuCST22,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Oswin So and
                  Evangelos A. Theodorou},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Deep Generalized Schr{\"{o}}dinger Bridge},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/3d17b7f7d52c83ab6e97e2dc0bda2e71-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/LiuCST22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/OshinHAGT22,
  author       = {Alex Oshin and
                  Matthew D. Houghton and
                  Michael J. Acheson and
                  Irene M. Gregory and
                  Evangelos A. Theodorou},
  editor       = {Kris Hauser and
                  Dylan A. Shell and
                  Shoudong Huang},
  title        = {Parameterized Differential Dynamic Programming},
  booktitle    = {Robotics: Science and Systems XVIII, New York City, NY, USA, June
                  27 - July 1, 2022},
  year         = {2022},
  url          = {https://doi.org/10.15607/RSS.2022.XVIII.046},
  doi          = {10.15607/RSS.2022.XVIII.046},
  timestamp    = {Thu, 20 Jul 2023 14:50:03 +0200},
  biburl       = {https://dblp.org/rec/conf/rss/OshinHAGT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/PereiraSST22,
  author       = {Marcus A. Pereira and
                  Augustinos D. Saravanos and
                  Oswin So and
                  Evangelos A. Theodorou},
  editor       = {Kris Hauser and
                  Dylan A. Shell and
                  Shoudong Huang},
  title        = {Decentralized Safe Multi-agent Stochastic Optimal Control using Deep
                  FBSDEs and {ADMM}},
  booktitle    = {Robotics: Science and Systems XVIII, New York City, NY, USA, June
                  27 - July 1, 2022},
  year         = {2022},
  url          = {https://doi.org/10.15607/RSS.2022.XVIII.055},
  doi          = {10.15607/RSS.2022.XVIII.055},
  timestamp    = {Sun, 06 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/rss/PereiraSST22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-06539,
  author       = {Keuntaek Lee and
                  David Isele and
                  Evangelos A. Theodorou and
                  Sangjae Bae},
  title        = {Spatiotemporal Costmap Inference for {MPC} via Deep Inverse Reinforcement
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2201.06539},
  year         = {2022},
  url          = {https://arxiv.org/abs/2201.06539},
  eprinttype    = {arXiv},
  eprint       = {2201.06539},
  timestamp    = {Fri, 21 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2201-06539.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-12925,
  author       = {Oswin So and
                  Kyle Stachowicz and
                  Evangelos A. Theodorou},
  title        = {Multimodal Maximum Entropy Dynamic Games},
  journal      = {CoRR},
  volume       = {abs/2201.12925},
  year         = {2022},
  url          = {https://arxiv.org/abs/2201.12925},
  eprinttype    = {arXiv},
  eprint       = {2201.12925},
  timestamp    = {Wed, 02 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2201-12925.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-10658,
  author       = {Marcus A. Pereira and
                  Augustinos D. Saravanos and
                  Oswin So and
                  Evangelos A. Theodorou},
  title        = {Decentralized Safe Multi-agent Stochastic Optimal Control using Deep
                  FBSDEs and {ADMM}},
  journal      = {CoRR},
  volume       = {abs/2202.10658},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.10658},
  eprinttype    = {arXiv},
  eprint       = {2202.10658},
  timestamp    = {Wed, 02 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-10658.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-02506,
  author       = {Tianrong Chen and
                  Ziyi Wang and
                  Evangelos A. Theodorou},
  title        = {Deep Graphic FBSDEs for Opinion Dynamics Stochastic Control},
  journal      = {CoRR},
  volume       = {abs/2204.02506},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.02506},
  doi          = {10.48550/ARXIV.2204.02506},
  eprinttype    = {arXiv},
  eprint       = {2204.02506},
  timestamp    = {Tue, 12 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-02506.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-03727,
  author       = {Alex Oshin and
                  Matthew D. Houghton and
                  Michael J. Acheson and
                  Irene M. Gregory and
                  Evangelos A. Theodorou},
  title        = {Parameterized Differential Dynamic Programming},
  journal      = {CoRR},
  volume       = {abs/2204.03727},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.03727},
  doi          = {10.48550/ARXIV.2204.03727},
  eprinttype    = {arXiv},
  eprint       = {2204.03727},
  timestamp    = {Wed, 13 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-03727.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-05963,
  author       = {Manan Gandhi and
                  Hassan Almubarak and
                  Yuichiro Aoyama and
                  Evangelos A. Theodorou},
  title        = {Safety in Augmented Importance Sampling: Performance Bounds for Robust
                  {MPPI}},
  journal      = {CoRR},
  volume       = {abs/2204.05963},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.05963},
  doi          = {10.48550/ARXIV.2204.05963},
  eprinttype    = {arXiv},
  eprint       = {2204.05963},
  timestamp    = {Tue, 19 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-05963.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-13255,
  author       = {Augustinos D. Saravanos and
                  Yuichiro Aoyama and
                  Hongchang Zhu and
                  Evangelos A. Theodorou},
  title        = {Distributed Differential Dynamic Programming Architectures for Large-Scale
                  Multi-Agent Control},
  journal      = {CoRR},
  volume       = {abs/2207.13255},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2207.13255},
  doi          = {10.48550/ARXIV.2207.13255},
  eprinttype    = {arXiv},
  eprint       = {2207.13255},
  timestamp    = {Mon, 01 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2207-13255.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-09893,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Oswin So and
                  Evangelos A. Theodorou},
  title        = {Deep Generalized Schr{\"{o}}dinger Bridge},
  journal      = {CoRR},
  volume       = {abs/2209.09893},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.09893},
  doi          = {10.48550/ARXIV.2209.09893},
  eprinttype    = {arXiv},
  eprint       = {2209.09893},
  timestamp    = {Thu, 29 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-09893.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-00090,
  author       = {Oswin So and
                  Gongjie Li and
                  Evangelos A. Theodorou and
                  Molei Tao},
  title        = {Data-driven discovery of non-Newtonian astronomy via learning non-Euclidean
                  Hamiltonian},
  journal      = {CoRR},
  volume       = {abs/2210.00090},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.00090},
  doi          = {10.48550/ARXIV.2210.00090},
  eprinttype    = {arXiv},
  eprint       = {2210.00090},
  timestamp    = {Fri, 07 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-00090.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-10814,
  author       = {Oswin So and
                  Paul Drews and
                  Thomas Balch and
                  Velin Dimitrov and
                  Guy Rosman and
                  Evangelos A. Theodorou},
  title        = {MPOGames: Efficient Multimodal Partially Observable Dynamic Games},
  journal      = {CoRR},
  volume       = {abs/2210.10814},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.10814},
  doi          = {10.48550/ARXIV.2210.10814},
  eprinttype    = {arXiv},
  eprint       = {2210.10814},
  timestamp    = {Tue, 25 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-10814.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-00268,
  author       = {Hassan Almubarak and
                  Manan Gandhi and
                  Yuichiro Aoyama and
                  Nader Sadegh and
                  Evangelos A. Theodorou},
  title        = {Gaussian Process Barrier States for Safe Trajectory Optimization and
                  Control},
  journal      = {CoRR},
  volume       = {abs/2212.00268},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2212.00268},
  doi          = {10.48550/ARXIV.2212.00268},
  eprinttype    = {arXiv},
  eprint       = {2212.00268},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2212-00268.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-00398,
  author       = {Augustinos D. Saravanos and
                  Isin M. Balci and
                  Efstathios Bakolas and
                  Evangelos A. Theodorou},
  title        = {Distributed Model Predictive Covariance Steering},
  journal      = {CoRR},
  volume       = {abs/2212.00398},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2212.00398},
  doi          = {10.48550/ARXIV.2212.00398},
  eprinttype    = {arXiv},
  eprint       = {2212.00398},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2212-00398.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/BoutselisEPT21,
  author       = {George I. Boutselis and
                  Ethan N. Evans and
                  Marcus A. Pereira and
                  Evangelos A. Theodorou},
  title        = {Leveraging Stochasticity for Open Loop and Model Predictive Control
                  of Spatio-Temporal Systems},
  journal      = {Entropy},
  volume       = {23},
  number       = {8},
  pages        = {941},
  year         = {2021},
  url          = {https://doi.org/10.3390/e23080941},
  doi          = {10.3390/E23080941},
  timestamp    = {Mon, 25 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/entropy/BoutselisEPT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ral/GandhiVGWT21,
  author       = {Manan Gandhi and
                  Bogdan I. Vlahov and
                  Jason Gibson and
                  Grady Williams and
                  Evangelos A. Theodorou},
  title        = {Robust Model Predictive Path Integral Control: Analysis and Performance
                  Guarantees},
  journal      = {{IEEE} Robotics Autom. Lett.},
  volume       = {6},
  number       = {2},
  pages        = {1423--1430},
  year         = {2021},
  url          = {https://doi.org/10.1109/LRA.2021.3057563},
  doi          = {10.1109/LRA.2021.3057563},
  timestamp    = {Tue, 23 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ral/GandhiVGWT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tac/BakshiFT21,
  author       = {Kaivalya Bakshi and
                  David D. Fan and
                  Evangelos A. Theodorou},
  title        = {Schr{\"{o}}dinger Approach to Optimal Control of Large-Size Populations},
  journal      = {{IEEE} Trans. Autom. Control.},
  volume       = {66},
  number       = {5},
  pages        = {2372--2378},
  year         = {2021},
  url          = {https://doi.org/10.1109/TAC.2020.3007543},
  doi          = {10.1109/TAC.2020.3007543},
  timestamp    = {Thu, 16 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tac/BakshiFT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tac/BoutselisT21,
  author       = {George I. Boutselis and
                  Evangelos A. Theodorou},
  title        = {Discrete-Time Differential Dynamic Programming on Lie Groups: Derivation,
                  Convergence Analysis, and Numerical Results},
  journal      = {{IEEE} Trans. Autom. Control.},
  volume       = {66},
  number       = {10},
  pages        = {4636--4651},
  year         = {2021},
  url          = {https://doi.org/10.1109/TAC.2020.3034206},
  doi          = {10.1109/TAC.2020.3034206},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tac/BoutselisT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/SongWGHT21,
  author       = {Lin Song and
                  Neng Wan and
                  Aditya Gahlawat and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  title        = {Compositionality of Linearly Solvable Optimal Control in Networked
                  Multi-Agent Systems},
  booktitle    = {2021 American Control Conference, {ACC} 2021, New Orleans, LA, USA,
                  May 25-28, 2021},
  pages        = {1334--1339},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.23919/ACC50511.2021.9483210},
  doi          = {10.23919/ACC50511.2021.9483210},
  timestamp    = {Fri, 30 Jul 2021 11:11:12 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/SongWGHT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/WanGHTV21,
  author       = {Neng Wan and
                  Aditya Gahlawat and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou and
                  Petros G. Voulgaris},
  title        = {Cooperative Path Integral Control for Stochastic Multi-Agent Systems},
  booktitle    = {2021 American Control Conference, {ACC} 2021, New Orleans, LA, USA,
                  May 25-28, 2021},
  pages        = {1262--1267},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.23919/ACC50511.2021.9482942},
  doi          = {10.23919/ACC50511.2021.9482942},
  timestamp    = {Fri, 30 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/WanGHTV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/AlmubarakTS21,
  author       = {Hassan Almubarak and
                  Evangelos A. Theodorou and
                  Nader Sadegh},
  title        = {{HJB} Based Optimal Safe Control using Control Barrier Functions},
  booktitle    = {2021 60th {IEEE} Conference on Decision and Control (CDC), Austin,
                  TX, USA, December 14-17, 2021},
  pages        = {6829--6834},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/CDC45484.2021.9683655},
  doi          = {10.1109/CDC45484.2021.9683655},
  timestamp    = {Thu, 23 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cdc/AlmubarakTS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/AoyamaST21,
  author       = {Yuichiro Aoyama and
                  Augustinos D. Saravanos and
                  Evangelos A. Theodorou},
  title        = {Receding Horizon Differential Dynamic Programming Under Parametric
                  Uncertainty},
  booktitle    = {2021 60th {IEEE} Conference on Decision and Control (CDC), Austin,
                  TX, USA, December 14-17, 2021},
  pages        = {3761--3767},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/CDC45484.2021.9683370},
  doi          = {10.1109/CDC45484.2021.9683370},
  timestamp    = {Tue, 08 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cdc/AoyamaST21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/HawkinsPTT21,
  author       = {Kelsey P. Hawkins and
                  Ali Pakniyat and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Forward-Backward Rapidly-Exploring Random Trees for Stochastic Optimal
                  Control},
  booktitle    = {2021 60th {IEEE} Conference on Decision and Control (CDC), Austin,
                  TX, USA, December 14-17, 2021},
  pages        = {912--917},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/CDC45484.2021.9683281},
  doi          = {10.1109/CDC45484.2021.9683281},
  timestamp    = {Tue, 07 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cdc/HawkinsPTT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ExarchosPWT21,
  author       = {Ioannis Exarchos and
                  Marcus Aloysius Pereira and
                  Ziyi Wang and
                  Evangelos A. Theodorou},
  title        = {{NOVAS:} Non-convex Optimization via Adaptive Stochastic Search for
                  End-to-end Learning and Control},
  booktitle    = {9th International Conference on Learning Representations, {ICLR} 2021,
                  Virtual Event, Austria, May 3-7, 2021},
  publisher    = {OpenReview.net},
  year         = {2021},
  url          = {https://openreview.net/forum?id=Iw4ZGwenbXf},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ExarchosPWT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LiuCT21,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou},
  title        = {DDPNOpt: Differential Dynamic Programming Neural Optimizer},
  booktitle    = {9th International Conference on Learning Representations, {ICLR} 2021,
                  Virtual Event, Austria, May 3-7, 2021},
  publisher    = {OpenReview.net},
  year         = {2021},
  url          = {https://openreview.net/forum?id=6s7ME\_X5\_Un},
  timestamp    = {Wed, 23 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/LiuCT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChenWET21,
  author       = {Tianrong Chen and
                  Ziyi Wang and
                  Ioannis Exarchos and
                  Evangelos A. Theodorou},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Large-Scale Multi-Agent Deep FBSDEs},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {1740--1748},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/chen21t.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/ChenWET21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LiuCT21,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Dynamic Game Theoretic Neural Optimizer},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {6759--6769},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/liu21d.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/LiuCT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/AoyamaBPT21,
  author       = {Yuichiro Aoyama and
                  George I. Boutselis and
                  Akash Patel and
                  Evangelos A. Theodorou},
  title        = {Constrained Differential Dynamic Programming Revisited},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2021, Xi'an, China, May 30 - June 5, 2021},
  pages        = {9738--9744},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/ICRA48506.2021.9561530},
  doi          = {10.1109/ICRA48506.2021.9561530},
  timestamp    = {Mon, 25 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/AoyamaBPT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/LeeVGRT21,
  author       = {Keuntaek Lee and
                  Bogdan I. Vlahov and
                  Jason Gibson and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  title        = {Approximate Inverse Reinforcement Learning from Vision-based Imitation
                  Learning},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2021, Xi'an, China, May 30 - June 5, 2021},
  pages        = {10793--10799},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/ICRA48506.2021.9560916},
  doi          = {10.1109/ICRA48506.2021.9560916},
  timestamp    = {Mon, 25 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/LeeVGRT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/l4dc/GahlawatLSPWHT21,
  author       = {Aditya Gahlawat and
                  Arun Lakshmanan and
                  Lin Song and
                  Andrew Patterson and
                  Zhuohuan Wu and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  editor       = {Ali Jadbabaie and
                  John Lygeros and
                  George J. Pappas and
                  Pablo A. Parrilo and
                  Benjamin Recht and
                  Claire J. Tomlin and
                  Melanie N. Zeilinger},
  title        = {Contraction {\(\mathscr{L}\)}\({}_{\mbox{1}}\)-Adaptive Control using
                  Gaussian Processes},
  booktitle    = {Proceedings of the 3rd Annual Conference on Learning for Dynamics
                  and Control, {L4DC} 2021, 7-8 June 2021, Virtual Event, Switzerland},
  series       = {Proceedings of Machine Learning Research},
  volume       = {144},
  pages        = {1027--1040},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v144/gahlawat21a.html},
  timestamp    = {Mon, 14 Jun 2021 08:02:30 +0200},
  biburl       = {https://dblp.org/rec/conf/l4dc/GahlawatLSPWHT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/l4dc/WangSLT21,
  author       = {Ziyi Wang and
                  Oswin So and
                  Keuntaek Lee and
                  Evangelos A. Theodorou},
  editor       = {Ali Jadbabaie and
                  John Lygeros and
                  George J. Pappas and
                  Pablo A. Parrilo and
                  Benjamin Recht and
                  Claire J. Tomlin and
                  Melanie N. Zeilinger},
  title        = {Adaptive Risk Sensitive Model Predictive Control with Stochastic Search},
  booktitle    = {Proceedings of the 3rd Annual Conference on Learning for Dynamics
                  and Control, {L4DC} 2021, 7-8 June 2021, Virtual Event, Switzerland},
  series       = {Proceedings of Machine Learning Research},
  volume       = {144},
  pages        = {510--522},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v144/wang21b.html},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/l4dc/WangSLT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiuCT21,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Second-Order Neural {ODE} Optimizer},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {25267--25279},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/d4c2e4a3297fe25a71d030b67eb83bfc-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/LiuCT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/SaravanosTBT21,
  author       = {Augustinos D. Saravanos and
                  Alexandros Tsolovikos and
                  Efstathios Bakolas and
                  Evangelos A. Theodorou},
  editor       = {Dylan A. Shell and
                  Marc Toussaint and
                  M. Ani Hsieh},
  title        = {Distributed Covariance Steering with Consensus {ADMM} for Stochastic
                  Multi-Agent Systems},
  booktitle    = {Robotics: Science and Systems XVII, Virtual Event, July 12-16, 2021},
  year         = {2021},
  url          = {https://doi.org/10.15607/RSS.2021.XVII.075},
  doi          = {10.15607/RSS.2021.XVII.075},
  timestamp    = {Mon, 02 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/rss/SaravanosTBT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/WangSGVGLT21,
  author       = {Ziyi Wang and
                  Oswin So and
                  Jason Gibson and
                  Bogdan I. Vlahov and
                  Manan Gandhi and
                  Guan{-}Horng Liu and
                  Evangelos A. Theodorou},
  editor       = {Dylan A. Shell and
                  Marc Toussaint and
                  M. Ani Hsieh},
  title        = {Variational Inference {MPC} using Tsallis Divergence},
  booktitle    = {Robotics: Science and Systems XVII, Virtual Event, July 12-16, 2021},
  year         = {2021},
  url          = {https://doi.org/10.15607/RSS.2021.XVII.073},
  doi          = {10.15607/RSS.2021.XVII.073},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/rss/WangSGVGLT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-09027,
  author       = {Manan Gandhi and
                  Bogdan I. Vlahov and
                  Jason Gibson and
                  Grady Williams and
                  Evangelos A. Theodorou},
  title        = {Robust Model Predictive Path Integral Control: Analysis and Performance
                  Guarantees},
  journal      = {CoRR},
  volume       = {abs/2102.09027},
  year         = {2021},
  url          = {https://arxiv.org/abs/2102.09027},
  eprinttype    = {arXiv},
  eprint       = {2102.09027},
  timestamp    = {Wed, 24 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2102-09027.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-09104,
  author       = {Neng Wan and
                  Aditya Gahlawat and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou and
                  Petros G. Voulgaris},
  title        = {Distributed Algorithms for Linearly-Solvable Optimal Control in Networked
                  Multi-Agent Systems},
  journal      = {CoRR},
  volume       = {abs/2102.09104},
  year         = {2021},
  url          = {https://arxiv.org/abs/2102.09104},
  eprinttype    = {arXiv},
  eprint       = {2102.09104},
  timestamp    = {Wed, 24 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2102-09104.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-09144,
  author       = {Ethan N. Evans and
                  Andrew P. Kendall and
                  Evangelos A. Theodorou},
  title        = {Stochastic Spatio-Temporal Optimization for Control and Co-Design
                  of Systems in Robotics and Applied Physics},
  journal      = {CoRR},
  volume       = {abs/2102.09144},
  year         = {2021},
  url          = {https://arxiv.org/abs/2102.09144},
  eprinttype    = {arXiv},
  eprint       = {2102.09144},
  timestamp    = {Wed, 24 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2102-09144.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-10253,
  author       = {Hassan Almubarak and
                  Nader Sadegh and
                  Evangelos A. Theodorou},
  title        = {Safety Embedded Control of Nonlinear Systems via Barrier States},
  journal      = {CoRR},
  volume       = {abs/2102.10253},
  year         = {2021},
  url          = {https://arxiv.org/abs/2102.10253},
  eprinttype    = {arXiv},
  eprint       = {2102.10253},
  timestamp    = {Wed, 24 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2102-10253.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-02941,
  author       = {Evangelos Theodorou and
                  Shengjie Wang and
                  Yanfei Kang and
                  Evangelos Spiliotis and
                  Spyros Makridakis and
                  Vassilios Assimakopoulos},
  title        = {Exploring the representativeness of the {M5} competition data},
  journal      = {CoRR},
  volume       = {abs/2103.02941},
  year         = {2021},
  url          = {https://arxiv.org/abs/2103.02941},
  eprinttype    = {arXiv},
  eprint       = {2103.02941},
  timestamp    = {Tue, 16 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2103-02941.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-00241,
  author       = {Ziyi Wang and
                  Oswin So and
                  Jason Gibson and
                  Bogdan I. Vlahov and
                  Manan S. Gandhi and
                  Guan{-}Horng Liu and
                  Evangelos A. Theodorou},
  title        = {Variational Inference {MPC} using Tsallis Divergence},
  journal      = {CoRR},
  volume       = {abs/2104.00241},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.00241},
  eprinttype    = {arXiv},
  eprint       = {2104.00241},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-00241.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-03788,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou},
  title        = {Dynamic Game Theoretic Neural Optimizer},
  journal      = {CoRR},
  volume       = {abs/2105.03788},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.03788},
  eprinttype    = {arXiv},
  eprint       = {2105.03788},
  timestamp    = {Fri, 14 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-03788.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-14608,
  author       = {Hassan Almubarak and
                  Kyle Stachowicz and
                  Nader Sadegh and
                  Evangelos A. Theodorou},
  title        = {Safety Embedded Differential Dynamic Programming using Discrete Barrier
                  States},
  journal      = {CoRR},
  volume       = {abs/2105.14608},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.14608},
  eprinttype    = {arXiv},
  eprint       = {2105.14608},
  timestamp    = {Wed, 02 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-14608.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-15560,
  author       = {Hassan Almubarak and
                  Evangelos A. Theodorou and
                  Nader Sadegh},
  title        = {{HJB} Based Optimal Safe Control using Control Barrier Functions},
  journal      = {CoRR},
  volume       = {abs/2106.15560},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.15560},
  eprinttype    = {arXiv},
  eprint       = {2106.15560},
  timestamp    = {Mon, 05 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-15560.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-11722,
  author       = {David D. Fan and
                  Ali{-}akbar Agha{-}mohammadi and
                  Evangelos A. Theodorou},
  title        = {Learning Risk-aware Costmaps for Traversability in Challenging Environments},
  journal      = {CoRR},
  volume       = {abs/2107.11722},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.11722},
  eprinttype    = {arXiv},
  eprint       = {2107.11722},
  timestamp    = {Thu, 29 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-11722.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-00183,
  author       = {Marcus A. Pereira and
                  Camilo A. Duarte and
                  Ioannis Exarchos and
                  Evangelos A. Theodorou},
  title        = {Deep L\({}^{\mbox{1}}\) Stochastic Optimal Control Policies for Planetary
                  Soft-landing},
  journal      = {CoRR},
  volume       = {abs/2109.00183},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.00183},
  eprinttype    = {arXiv},
  eprint       = {2109.00183},
  timestamp    = {Mon, 20 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-00183.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-09909,
  author       = {Lin Song and
                  Neng Wan and
                  Aditya Gahlawat and
                  Chuyuan Tao and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  title        = {Generalization of Safe Optimal Control Actions on Networked Multi-Agent
                  Systems},
  journal      = {CoRR},
  volume       = {abs/2109.09909},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.09909},
  eprinttype    = {arXiv},
  eprint       = {2109.09909},
  timestamp    = {Mon, 27 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-09909.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-12147,
  author       = {Ji Yin and
                  Zhiyuan Zhang and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Improving Model Predictive Path Integral using Covariance Steering},
  journal      = {CoRR},
  volume       = {abs/2109.12147},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.12147},
  eprinttype    = {arXiv},
  eprint       = {2109.12147},
  timestamp    = {Thu, 25 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-12147.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-14158,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou},
  title        = {Second-Order Neural {ODE} Optimizer},
  journal      = {CoRR},
  volume       = {abs/2109.14158},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.14158},
  eprinttype    = {arXiv},
  eprint       = {2109.14158},
  timestamp    = {Mon, 04 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-14158.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-06451,
  author       = {Oswin So and
                  Ziyi Wang and
                  Evangelos A. Theodorou},
  title        = {Maximum Entropy Differential Dynamic Programming},
  journal      = {CoRR},
  volume       = {abs/2110.06451},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.06451},
  eprinttype    = {arXiv},
  eprint       = {2110.06451},
  timestamp    = {Mon, 25 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-06451.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-07744,
  author       = {Isin M. Balci and
                  Efstathios Bakolas and
                  Bogdan I. Vlahov and
                  Evangelos A. Theodorou},
  title        = {Constrained Covariance Steering Based Tube-MPPI},
  journal      = {CoRR},
  volume       = {abs/2110.07744},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.07744},
  eprinttype    = {arXiv},
  eprint       = {2110.07744},
  timestamp    = {Mon, 25 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-07744.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-11291,
  author       = {Tianrong Chen and
                  Guan{-}Horng Liu and
                  Evangelos A. Theodorou},
  title        = {Likelihood Training of Schr{\"{o}}dinger Bridge using Forward-Backward
                  SDEs Theory},
  journal      = {CoRR},
  volume       = {abs/2110.11291},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.11291},
  eprinttype    = {arXiv},
  eprint       = {2110.11291},
  timestamp    = {Fri, 29 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-11291.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-02979,
  author       = {Hassan Almubarak and
                  Evangelos A. Theodorou and
                  Nader Sadegh},
  title        = {Barrier States Embedded Iterative Dynamic Game for Robust and Safe
                  Trajectory Optimization},
  journal      = {CoRR},
  volume       = {abs/2111.02979},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.02979},
  eprinttype    = {arXiv},
  eprint       = {2111.02979},
  timestamp    = {Fri, 05 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-02979.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-09207,
  author       = {Kyle Stachowicz and
                  Evangelos A. Theodorou},
  title        = {Optimal-Horizon Model-Predictive Control with Differential Dynamic
                  Programming},
  journal      = {CoRR},
  volume       = {abs/2111.09207},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.09207},
  eprinttype    = {arXiv},
  eprint       = {2111.09207},
  timestamp    = {Mon, 22 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-09207.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijrr/PanCSLYTB20,
  author       = {Yunpeng Pan and
                  Ching{-}An Cheng and
                  Kamil Saigol and
                  Keuntaek Lee and
                  Xinyan Yan and
                  Evangelos A. Theodorou and
                  Byron Boots},
  title        = {Imitation learning for agile autonomous driving},
  journal      = {Int. J. Robotics Res.},
  volume       = {39},
  number       = {2-3},
  year         = {2020},
  url          = {https://doi.org/10.1177/0278364919880273},
  doi          = {10.1177/0278364919880273},
  timestamp    = {Thu, 17 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijrr/PanCSLYTB20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ral/LeeGT20,
  author       = {Keuntaek Lee and
                  Jason Gibson and
                  Evangelos A. Theodorou},
  title        = {Aggressive Perception-Aware Navigation Using Deep Optical Flow Dynamics
                  and PixelMPC},
  journal      = {{IEEE} Robotics Autom. Lett.},
  volume       = {5},
  number       = {2},
  pages        = {1207--1214},
  year         = {2020},
  url          = {https://doi.org/10.1109/LRA.2020.2965911},
  doi          = {10.1109/LRA.2020.2965911},
  timestamp    = {Fri, 22 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ral/LeeGT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/YiCTC20,
  author       = {Zeji Yi and
                  Zhefeng Cao and
                  Evangelos A. Theodorou and
                  Yongxin Chen},
  title        = {Nonlinear Covariance Control via Differential Dynamic Programming},
  booktitle    = {2020 American Control Conference, {ACC} 2020, Denver, CO, USA, July
                  1-3, 2020},
  pages        = {3571--3576},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.23919/ACC45564.2020.9147531},
  doi          = {10.23919/ACC45564.2020.9147531},
  timestamp    = {Sun, 08 Aug 2021 01:40:57 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/YiCTC20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/BakshiTG20,
  author       = {Kaivalya Bakshi and
                  Evangelos A. Theodorou and
                  Piyush Grover},
  title        = {Stabilizing Optimal Density Control of Nonlinear Agents with Multiplicative
                  Noise},
  booktitle    = {59th {IEEE} Conference on Decision and Control, {CDC} 2020, Jeju Island,
                  South Korea, December 14-18, 2020},
  pages        = {3054--3059},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/CDC42340.2020.9304371},
  doi          = {10.1109/CDC42340.2020.9304371},
  timestamp    = {Fri, 04 Mar 2022 13:31:02 +0100},
  biburl       = {https://dblp.org/rec/conf/cdc/BakshiTG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/corl/Pereira0ET20,
  author       = {Marcus Pereira and
                  Ziyi Wang and
                  Ioannis Exarchos and
                  Evangelos A. Theodorou},
  editor       = {Jens Kober and
                  Fabio Ramos and
                  Claire J. Tomlin},
  title        = {Safe Optimal Control Using Stochastic Barrier Functions and Deep Forward-Backward
                  SDEs},
  booktitle    = {4th Conference on Robot Learning, CoRL 2020, 16-18 November 2020,
                  Virtual Event / Cambridge, MA, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {155},
  pages        = {1783--1801},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {https://proceedings.mlr.press/v155/pereira21a.html},
  timestamp    = {Tue, 18 Oct 2022 08:35:37 +0200},
  biburl       = {https://dblp.org/rec/conf/corl/Pereira0ET20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/ReedPVT20,
  author       = {Emily A. Reed and
                  Marcus A. Pereira and
                  Francisco J. Valero Cuevas and
                  Evangelos A. Theodorou},
  title        = {Sampling-Based Nonlinear Stochastic Optimal Control for Neuromechanical
                  Systems},
  booktitle    = {42nd Annual International Conference of the {IEEE} Engineering in
                  Medicine {\&} Biology Society, {EMBC} 2020, Montreal, QC, Canada,
                  July 20-24, 2020},
  pages        = {4694--4699},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/EMBC44109.2020.9175861},
  doi          = {10.1109/EMBC44109.2020.9175861},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/embc/ReedPVT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/BoutselisWT20,
  author       = {George I. Boutselis and
                  Ziyi Wang and
                  Evangelos A. Theodorou},
  title        = {Constrained Sampling-based Trajectory Optimization using Stochastic
                  Approximation},
  booktitle    = {2020 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2020, Paris, France, May 31 - August 31, 2020},
  pages        = {2522--2528},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/ICRA40945.2020.9197284},
  doi          = {10.1109/ICRA40945.2020.9197284},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/BoutselisWT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/FanNTAAT20,
  author       = {David D. Fan and
                  Jennifer Nguyen and
                  Rohan Thakker and
                  Nikhilesh Alatur and
                  Ali{-}akbar Agha{-}mohammadi and
                  Evangelos A. Theodorou},
  title        = {Bayesian Learning-Based Adaptive Control for Safety Critical Systems},
  booktitle    = {2020 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2020, Paris, France, May 31 - August 31, 2020},
  pages        = {4093--4099},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/ICRA40945.2020.9196709},
  doi          = {10.1109/ICRA40945.2020.9196709},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/FanNTAAT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/PravitraACHT20,
  author       = {Jintasit Pravitra and
                  Kasey A. Ackerman and
                  Chengyu Cao and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  title        = {{\(\mathscr{L}\)}1-Adaptive {MPPI} Architecture for Robust and Agile
                  Control of Multirotors},
  booktitle    = {{IEEE/RSJ} International Conference on Intelligent Robots and Systems,
                  {IROS} 2020, Las Vegas, NV, USA, October 24, 2020 - January 24, 2021},
  pages        = {7661--7666},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/IROS45743.2020.9341154},
  doi          = {10.1109/IROS45743.2020.9341154},
  timestamp    = {Tue, 16 Feb 2021 19:07:08 +0100},
  biburl       = {https://dblp.org/rec/conf/iros/PravitraACHT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/l4dc/GahlawatZPHT20,
  author       = {Aditya Gahlawat and
                  Pan Zhao and
                  Andrew Patterson and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  editor       = {Alexandre M. Bayen and
                  Ali Jadbabaie and
                  George J. Pappas and
                  Pablo A. Parrilo and
                  Benjamin Recht and
                  Claire J. Tomlin and
                  Melanie N. Zeilinger},
  title        = {{L1-GP:} {L1} Adaptive Control with Bayesian Learning},
  booktitle    = {Proceedings of the 2nd Annual Conference on Learning for Dynamics
                  and Control, {L4DC} 2020, Online Event, Berkeley, CA, USA, 11-12 June
                  2020},
  series       = {Proceedings of Machine Learning Research},
  volume       = {120},
  pages        = {826--837},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v120/gahlawat20a.html},
  timestamp    = {Tue, 06 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/l4dc/GahlawatZPHT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/l4dc/PereiraWCRT20,
  author       = {Marcus Pereira and
                  Ziyi Wang and
                  Tianrong Chen and
                  Emily A. Reed and
                  Evangelos A. Theodorou},
  editor       = {Alexandre M. Bayen and
                  Ali Jadbabaie and
                  George J. Pappas and
                  Pablo A. Parrilo and
                  Benjamin Recht and
                  Claire J. Tomlin and
                  Melanie N. Zeilinger},
  title        = {Feynman-Kac Neural Network Architectures for Stochastic Control Using
                  Second-Order {FBSDE} Theory},
  booktitle    = {Proceedings of the 2nd Annual Conference on Learning for Dynamics
                  and Control, {L4DC} 2020, Online Event, Berkeley, CA, USA, 11-12 June
                  2020},
  series       = {Proceedings of Machine Learning Research},
  volume       = {120},
  pages        = {728--738},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v120/pereira20a.html},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/l4dc/PereiraWCRT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/EvansKBT20,
  author       = {Ethan N. Evans and
                  Andrew P. Kendall and
                  George I. Boutselis and
                  Evangelos A. Theodorou},
  editor       = {Marc Toussaint and
                  Antonio Bicchi and
                  Tucker Hermans},
  title        = {Spatio-Temporal Stochastic Optimization: Theory and Applications to
                  Optimal Control and Co-Design},
  booktitle    = {Robotics: Science and Systems XVI, Virtual Event / Corvalis, Oregon,
                  USA, July 12-16, 2020},
  year         = {2020},
  url          = {https://doi.org/10.15607/RSS.2020.XVI.049},
  doi          = {10.15607/RSS.2020.XVI.049},
  timestamp    = {Thu, 15 Jul 2021 18:53:52 +0200},
  biburl       = {https://dblp.org/rec/conf/rss/EvansKBT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/FanAT20,
  author       = {David D. Fan and
                  Ali Agha and
                  Evangelos A. Theodorou},
  editor       = {Marc Toussaint and
                  Antonio Bicchi and
                  Tucker Hermans},
  title        = {Deep Learning Tubes for Tube {MPC}},
  booktitle    = {Robotics: Science and Systems XVI, Virtual Event / Corvalis, Oregon,
                  USA, July 12-16, 2020},
  year         = {2020},
  url          = {https://doi.org/10.15607/RSS.2020.XVI.087},
  doi          = {10.15607/RSS.2020.XVI.087},
  timestamp    = {Thu, 15 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/rss/FanAT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-02307,
  author       = {Keuntaek Lee and
                  Jason Gibson and
                  Evangelos A. Theodorou},
  title        = {Aggressive Perception-Aware Navigation using Deep Optical Flow Dynamics
                  and PixelMPC},
  journal      = {CoRR},
  volume       = {abs/2001.02307},
  year         = {2020},
  url          = {http://arxiv.org/abs/2001.02307},
  eprinttype    = {arXiv},
  eprint       = {2001.02307},
  timestamp    = {Mon, 13 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2001-02307.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-01587,
  author       = {David D. Fan and
                  Ali{-}akbar Agha{-}mohammadi and
                  Evangelos A. Theodorou},
  title        = {Deep Learning Tubes for Tube {MPC}},
  journal      = {CoRR},
  volume       = {abs/2002.01587},
  year         = {2020},
  url          = {https://arxiv.org/abs/2002.01587},
  eprinttype    = {arXiv},
  eprint       = {2002.01587},
  timestamp    = {Mon, 10 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2002-01587.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-08809,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou},
  title        = {Differential Dynamic Programming Neural Optimizer},
  journal      = {CoRR},
  volume       = {abs/2002.08809},
  year         = {2020},
  url          = {https://arxiv.org/abs/2002.08809},
  eprinttype    = {arXiv},
  eprint       = {2002.08809},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2002-08809.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-00152,
  author       = {Jintasit Pravitra and
                  Kasey A. Ackerman and
                  Chengyu Cao and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  title        = {L1-Adaptive {MPPI} Architecture for Robust and Agile Control of Multirotors},
  journal      = {CoRR},
  volume       = {abs/2004.00152},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.00152},
  eprinttype    = {arXiv},
  eprint       = {2004.00152},
  timestamp    = {Wed, 08 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-00152.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-03856,
  author       = {Meenakshi Sarkar and
                  Debasish Ghose and
                  Evangelos A. Theodorou},
  title        = {High-Relative Degree Stochastic Control Lyapunov and Barrier Functions},
  journal      = {CoRR},
  volume       = {abs/2004.03856},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.03856},
  eprinttype    = {arXiv},
  eprint       = {2004.03856},
  timestamp    = {Tue, 14 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-03856.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-08051,
  author       = {Keuntaek Lee and
                  Bogdan I. Vlahov and
                  Jason Gibson and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  title        = {Approximate Inverse Reinforcement Learning from Vision-based Imitation
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2004.08051},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.08051},
  eprinttype    = {arXiv},
  eprint       = {2004.08051},
  timestamp    = {Tue, 21 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-08051.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-14594,
  author       = {Aditya Gahlawat and
                  Pan Zhao and
                  Andrew Patterson and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  title        = {{\textdollar}{\textbackslash}mathcal\{L\}{\_}1{\textdollar}-{\textdollar}{\textbackslash}mathcal\{GP\}{\textdollar}:
                  {\textdollar}{\textbackslash}mathcal\{L\}{\_}1{\textdollar} Adaptive
                  Control with Bayesian Learning},
  journal      = {CoRR},
  volume       = {abs/2004.14594},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.14594},
  eprinttype    = {arXiv},
  eprint       = {2004.14594},
  timestamp    = {Wed, 07 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-14594.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-11992,
  author       = {Ioannis Exarchos and
                  Marcus A. Pereira and
                  Ziyi Wang and
                  Evangelos A. Theodorou},
  title        = {Non-convex Optimization via Adaptive Stochastic Search for End-to-End
                  Learning and Control},
  journal      = {CoRR},
  volume       = {abs/2006.11992},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.11992},
  eprinttype    = {arXiv},
  eprint       = {2006.11992},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-11992.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-12444,
  author       = {Kelsey P. Hawkins and
                  Ali Pakniyat and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Forward-Backward {RRT:} Branched Sampled FBSDEs for Stochastic Optimal
                  Control},
  journal      = {CoRR},
  volume       = {abs/2006.12444},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.12444},
  eprinttype    = {arXiv},
  eprint       = {2006.12444},
  timestamp    = {Wed, 24 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-12444.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-08880,
  author       = {Guan{-}Horng Liu and
                  Tianrong Chen and
                  Evangelos A. Theodorou},
  title        = {A Differential Game Theoretic Neural Optimizer for Training Residual
                  Networks},
  journal      = {CoRR},
  volume       = {abs/2007.08880},
  year         = {2020},
  url          = {https://arxiv.org/abs/2007.08880},
  eprinttype    = {arXiv},
  eprint       = {2007.08880},
  timestamp    = {Tue, 28 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2007-08880.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-01090,
  author       = {Ziyi Wang and
                  Oswin So and
                  Keuntaek Lee and
                  Camilo A. Duarte and
                  Evangelos A. Theodorou},
  title        = {Adaptive CVaR Optimization for Dynamical Systems with Path Space Stochastic
                  Search},
  journal      = {CoRR},
  volume       = {abs/2009.01090},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.01090},
  eprinttype    = {arXiv},
  eprint       = {2009.01090},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-01090.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-01196,
  author       = {Marcus Aloysius Pereira and
                  Ziyi Wang and
                  Ioannis Exarchos and
                  Evangelos A. Theodorou},
  title        = {Safe Optimal Control Using Stochastic Barrier Functions and Deep Forward-Backward
                  SDEs},
  journal      = {CoRR},
  volume       = {abs/2009.01196},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.01196},
  eprinttype    = {arXiv},
  eprint       = {2009.01196},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-01196.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-03864,
  author       = {Aditya Gahlawat and
                  Arun Lakshmanan and
                  Lin Song and
                  Andrew Patterson and
                  Zhuohuan Wu and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  title        = {RL\({}_{\mbox{1}}\)-GP: Safe Simultaneous Learning and Control},
  journal      = {CoRR},
  volume       = {abs/2009.03864},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.03864},
  eprinttype    = {arXiv},
  eprint       = {2009.03864},
  timestamp    = {Thu, 17 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-03864.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-05631,
  author       = {David D. Fan and
                  Rohan Thakker and
                  Tara Bartlett and
                  Meriem Ben Miled and
                  Leon Kim and
                  Evangelos A. Theodorou and
                  Ali{-}akbar Agha{-}mohammadi},
  title        = {Autonomous Hybrid Ground/Aerial Mobility in Unknown Environments},
  journal      = {CoRR},
  volume       = {abs/2009.05631},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.05631},
  eprinttype    = {arXiv},
  eprint       = {2009.05631},
  timestamp    = {Thu, 17 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-05631.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-13609,
  author       = {Lin Song and
                  Neng Wan and
                  Aditya Gahlawat and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou},
  title        = {Compositionality of Linearly Solvable Optimal Control in Networked
                  Multi-Agent Systems},
  journal      = {CoRR},
  volume       = {abs/2009.13609},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.13609},
  eprinttype    = {arXiv},
  eprint       = {2009.13609},
  timestamp    = {Wed, 30 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-13609.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-14775,
  author       = {Neng Wan and
                  Aditya Gahlawat and
                  Naira Hovakimyan and
                  Evangelos A. Theodorou and
                  Petros G. Voulgaris},
  title        = {Cooperative Path Integral Control for Stochastic Multi-Agent Systems},
  journal      = {CoRR},
  volume       = {abs/2009.14775},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.14775},
  eprinttype    = {arXiv},
  eprint       = {2009.14775},
  timestamp    = {Wed, 07 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-14775.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-10890,
  author       = {Tianrong Chen and
                  Ziyi Wang and
                  Ioannis Exarchos and
                  Evangelos A. Theodorou},
  title        = {Multi-agent Deep {FBSDE} Representation For Large Scale Stochastic
                  Differential Games},
  journal      = {CoRR},
  volume       = {abs/2011.10890},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.10890},
  eprinttype    = {arXiv},
  eprint       = {2011.10890},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-10890.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-03075,
  author       = {Yanbing Mao and
                  Naira Hovakimyan and
                  Tarek F. Abdelzaher and
                  Evangelos A. Theodorou},
  title        = {Social System Inference from Noisy Observations},
  journal      = {CoRR},
  volume       = {abs/2012.03075},
  year         = {2020},
  url          = {https://arxiv.org/abs/2012.03075},
  eprinttype    = {arXiv},
  eprint       = {2012.03075},
  timestamp    = {Wed, 09 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2012-03075.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dga/ExarchosTT19,
  author       = {Ioannis Exarchos and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Stochastic Differential Games: {A} Sampling Approach via FBSDEs},
  journal      = {Dyn. Games Appl.},
  volume       = {9},
  number       = {2},
  pages        = {486--505},
  year         = {2019},
  url          = {https://doi.org/10.1007/s13235-018-0268-4},
  doi          = {10.1007/S13235-018-0268-4},
  timestamp    = {Tue, 25 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/dga/ExarchosTT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ral/DrewsWGTR19,
  author       = {Paul Drews and
                  Grady Williams and
                  Brian Goldfain and
                  Evangelos A. Theodorou and
                  James M. Rehg},
  title        = {Vision-Based High-Speed Driving With a Deep Dynamic Observer},
  journal      = {{IEEE} Robotics Autom. Lett.},
  volume       = {4},
  number       = {2},
  pages        = {1564--1571},
  year         = {2019},
  url          = {https://doi.org/10.1109/LRA.2019.2896449},
  doi          = {10.1109/LRA.2019.2896449},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ral/DrewsWGTR19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamsc/BoutselisPT19,
  author       = {George I. Boutselis and
                  Yunpeng Pan and
                  Evangelos A. Theodorou},
  title        = {Numerical Trajectory Optimization for Stochastic Mechanical Systems},
  journal      = {{SIAM} J. Sci. Comput.},
  volume       = {41},
  number       = {4},
  pages        = {A2065--A2087},
  year         = {2019},
  url          = {https://doi.org/10.1137/17M116272X},
  doi          = {10.1137/17M116272X},
  timestamp    = {Thu, 30 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/siamsc/BoutselisPT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcns/BakshiGT19,
  author       = {Kaivalya Bakshi and
                  Piyush Grover and
                  Evangelos A. Theodorou},
  title        = {On Mean Field Games for Agents With Langevin Dynamics},
  journal      = {{IEEE} Trans. Control. Netw. Syst.},
  volume       = {6},
  number       = {4},
  pages        = {1451--1460},
  year         = {2019},
  url          = {https://doi.org/10.1109/TCNS.2019.2896975},
  doi          = {10.1109/TCNS.2019.2896975},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tcns/BakshiGT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ChengYTB19,
  author       = {Ching{-}An Cheng and
                  Xinyan Yan and
                  Evangelos A. Theodorou and
                  Byron Boots},
  editor       = {Kamalika Chaudhuri and
                  Masashi Sugiyama},
  title        = {Accelerating Imitation Learning with Predictive Models},
  booktitle    = {The 22nd International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2019, 16-18 April 2019, Naha, Okinawa, Japan},
  series       = {Proceedings of Machine Learning Research},
  volume       = {89},
  pages        = {3187--3196},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v89/cheng19a.html},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/ChengYTB19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/WangWT19,
  author       = {Ziyi Wang and
                  Grady Williams and
                  Evangelos A. Theodorou},
  title        = {Information Theoretic Model Predictive Control on Jump Diffusion Processes},
  booktitle    = {2019 American Control Conference, {ACC} 2019, Philadelphia, PA, USA,
                  July 10-12, 2019},
  pages        = {1663--1670},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.23919/ACC.2019.8815263},
  doi          = {10.23919/ACC.2019.8815263},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/WangWT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/WangLPET19,
  author       = {Ziyi Wang and
                  Keuntaek Lee and
                  Marcus A. Pereira and
                  Ioannis Exarchos and
                  Evangelos A. Theodorou},
  title        = {Deep Forward-Backward SDEs for Min-max Control},
  booktitle    = {58th {IEEE} Conference on Decision and Control, {CDC} 2019, Nice,
                  France, December 11-13, 2019},
  pages        = {6807--6814},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/CDC40024.2019.9028871},
  doi          = {10.1109/CDC40024.2019.9028871},
  timestamp    = {Fri, 04 Mar 2022 13:30:46 +0100},
  biburl       = {https://dblp.org/rec/conf/cdc/WangLPET19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/corl/EvansPBT19,
  author       = {Ethan N. Evans and
                  Marcus A. Pereira and
                  George I. Boutselis and
                  Evangelos A. Theodorou},
  editor       = {Leslie Pack Kaelbling and
                  Danica Kragic and
                  Komei Sugiura},
  title        = {Variational Optimization Based Reinforcement Learning for Infinite
                  Dimensional Stochastic Systems},
  booktitle    = {3rd Annual Conference on Robot Learning, CoRL 2019, Osaka, Japan,
                  October 30 - November 1, 2019, Proceedings},
  series       = {Proceedings of Machine Learning Research},
  volume       = {100},
  pages        = {1231--1246},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v100/evans20a.html},
  timestamp    = {Wed, 16 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/corl/EvansPBT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/corl/LeeAZT19,
  author       = {Keuntaek Lee and
                  Gabriel Nakajima An and
                  Viacheslav Zakharov and
                  Evangelos A. Theodorou},
  editor       = {Leslie Pack Kaelbling and
                  Danica Kragic and
                  Komei Sugiura},
  title        = {Perceptual Attention-based Predictive Control},
  booktitle    = {3rd Annual Conference on Robot Learning, CoRL 2019, Osaka, Japan,
                  October 30 - November 1, 2019, Proceedings},
  series       = {Proceedings of Machine Learning Research},
  volume       = {100},
  pages        = {220--232},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v100/lee20b.html},
  timestamp    = {Mon, 25 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/corl/LeeAZT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/corl/WilliamsGLGRT19,
  author       = {Grady R. Williams and
                  Brian Goldfain and
                  Keuntaek Lee and
                  Jason Gibson and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  editor       = {Leslie Pack Kaelbling and
                  Danica Kragic and
                  Komei Sugiura},
  title        = {Locally Weighted Regression Pseudo-Rehearsal for Adaptive Model Predictive
                  Control},
  booktitle    = {3rd Annual Conference on Robot Learning, CoRL 2019, Osaka, Japan,
                  October 30 - November 1, 2019, Proceedings},
  series       = {Proceedings of Machine Learning Research},
  volume       = {100},
  pages        = {969--978},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v100/williams20a.html},
  timestamp    = {Mon, 25 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/corl/WilliamsGLGRT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icinco/Theodorou19,
  author       = {Evangelos A. Theodorou},
  editor       = {Oleg Gusikhin and
                  Kurosh Madani and
                  Janan Zaytoon},
  title        = {The Science of Autonomy: {A} Holistic View at the Intersection of
                  Learning, Control and Physics},
  booktitle    = {Proceedings of the 16th International Conference on Informatics in
                  Control, Automation and Robotics, {ICINCO} 2019 - Volume 1, Prague,
                  Czech Republic, July 29-31, 2019},
  pages        = {18},
  publisher    = {SciTePress},
  year         = {2019},
  timestamp    = {Wed, 18 Sep 2019 16:30:21 +0200},
  biburl       = {https://dblp.org/rec/conf/icinco/Theodorou19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/LeeWVBT19,
  author       = {Keuntaek Lee and
                  Ziyi Wang and
                  Bogdan I. Vlahov and
                  Harleen K. Brar and
                  Evangelos A. Theodorou},
  editor       = {M. Arif Wani and
                  Taghi M. Khoshgoftaar and
                  Dingding Wang and
                  Huanjing Wang and
                  Naeem Seliya},
  title        = {Ensemble Bayesian Decision Making with Redundant Deep Perceptual Control
                  Policies},
  booktitle    = {18th {IEEE} International Conference On Machine Learning And Applications,
                  {ICMLA} 2019, Boca Raton, FL, USA, December 16-19, 2019},
  pages        = {831--837},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/ICMLA.2019.00145},
  doi          = {10.1109/ICMLA.2019.00145},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icmla/LeeWVBT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/LeeST19,
  author       = {Keuntaek Lee and
                  Kamil Saigol and
                  Evangelos A. Theodorou},
  title        = {Early Failure Detection of Deep End-to-End Control Policy by Reinforcement
                  Learning},
  booktitle    = {International Conference on Robotics and Automation, {ICRA} 2019,
                  Montreal, QC, Canada, May 20-24, 2019},
  pages        = {8543--8549},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/ICRA.2019.8794189},
  doi          = {10.1109/ICRA.2019.8794189},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/LeeST19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/ZafarHT19,
  author       = {Munzir Zafar and
                  Seth Hutchinson and
                  Evangelos A. Theodorou},
  title        = {Hierarchical optimization for Whole-Body Control of Wheeled Inverted
                  Pendulum Humanoids},
  booktitle    = {International Conference on Robotics and Automation, {ICRA} 2019,
                  Montreal, QC, Canada, May 20-24, 2019},
  pages        = {7535--7542},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/ICRA.2019.8794360},
  doi          = {10.1109/ICRA.2019.8794360},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/ZafarHT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/FanTBMKTA19,
  author       = {David D. Fan and
                  Rohan Thakker and
                  Tara Bartlett and
                  Meriem Ben Miled and
                  Leon Kim and
                  Evangelos A. Theodorou and
                  Ali{-}akbar Agha{-}mohammadi},
  title        = {Autonomous Hybrid Ground/Aerial Mobility in Unknown Environments},
  booktitle    = {2019 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, {IROS} 2019, Macau, SAR, China, November 3-8, 2019},
  pages        = {3070--3077},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/IROS40897.2019.8968276},
  doi          = {10.1109/IROS40897.2019.8968276},
  timestamp    = {Fri, 31 Jan 2020 10:27:14 +0100},
  biburl       = {https://dblp.org/rec/conf/iros/FanTBMKTA19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/WangPT19,
  author       = {Ziyi Wang and
                  Marcus Pereira and
                  Evangelos A. Theodorou},
  editor       = {Antonio Bicchi and
                  Hadas Kress{-}Gazit and
                  Seth Hutchinson},
  title        = {Learning Deep Stochastic Optimal Control Policies Using Forward-Backward
                  SDEs},
  booktitle    = {Robotics: Science and Systems XV, University of Freiburg, Freiburg
                  im Breisgau, Germany, June 22-26, 2019},
  year         = {2019},
  url          = {https://doi.org/10.15607/RSS.2019.XV.070},
  doi          = {10.15607/RSS.2019.XV.070},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/rss/WangPT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-03986,
  author       = {Marcus Pereira and
                  Ziyi Wang and
                  Ioannis Exarchos and
                  Evangelos A. Theodorou},
  title        = {Neural Network Architectures for Stochastic Control using the Nonlinear
                  Feynman-Kac Lemma},
  journal      = {CoRR},
  volume       = {abs/1902.03986},
  year         = {2019},
  url          = {http://arxiv.org/abs/1902.03986},
  eprinttype    = {arXiv},
  eprint       = {1902.03986},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1902-03986.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-11898,
  author       = {Keuntaek Lee and
                  Gabriel Nakajima An and
                  Viacheslav Zakharov and
                  Evangelos A. Theodorou},
  title        = {Perceptual Attention-based Predictive Control},
  journal      = {CoRR},
  volume       = {abs/1904.11898},
  year         = {2019},
  url          = {http://arxiv.org/abs/1904.11898},
  eprinttype    = {arXiv},
  eprint       = {1904.11898},
  timestamp    = {Thu, 02 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1904-11898.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-05162,
  author       = {Grady Williams and
                  Brian Goldfain and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  title        = {Locally Weighted Regression Pseudo-Rehearsal for Online Learning of
                  Vehicle Dynamics},
  journal      = {CoRR},
  volume       = {abs/1905.05162},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.05162},
  eprinttype    = {arXiv},
  eprint       = {1905.05162},
  timestamp    = {Tue, 28 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-05162.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-04762,
  author       = {Ziyi Wang and
                  Marcus A. Pereira and
                  Evangelos A. Theodorou},
  title        = {Deep 2FBSDEs for Systems with Control Multiplicative Noise},
  journal      = {CoRR},
  volume       = {abs/1906.04762},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.04762},
  eprinttype    = {arXiv},
  eprint       = {1906.04762},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-04762.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-04771,
  author       = {Ziyi Wang and
                  Keuntaek Lee and
                  Marcus A. Pereira and
                  Ioannis Exarchos and
                  Evangelos A. Theodorou},
  title        = {Deep Forward-Backward SDEs for Min-max Control},
  journal      = {CoRR},
  volume       = {abs/1906.04771},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.04771},
  eprinttype    = {arXiv},
  eprint       = {1906.04771},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-04771.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-10920,
  author       = {Guan{-}Horng Liu and
                  Evangelos A. Theodorou},
  title        = {Deep Learning Theory Review: An Optimal Control and Dynamical Systems
                  Perspective},
  journal      = {CoRR},
  volume       = {abs/1908.10920},
  year         = {2019},
  url          = {http://arxiv.org/abs/1908.10920},
  eprinttype    = {arXiv},
  eprint       = {1908.10920},
  timestamp    = {Wed, 04 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1908-10920.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-02325,
  author       = {David D. Fan and
                  Jennifer Nguyen and
                  Rohan Thakker and
                  Nikhilesh Alatur and
                  Ali{-}akbar Agha{-}mohammadi and
                  Evangelos A. Theodorou},
  title        = {Bayesian Learning-Based Adaptive Control for Safety Critical Systems},
  journal      = {CoRR},
  volume       = {abs/1910.02325},
  year         = {2019},
  url          = {http://arxiv.org/abs/1910.02325},
  eprinttype    = {arXiv},
  eprint       = {1910.02325},
  timestamp    = {Wed, 09 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1910-02325.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-09283,
  author       = {Zeji Yi and
                  Zhefeng Cao and
                  Evangelos A. Theodorou and
                  Yongxin Chen},
  title        = {Nonlinear Covariance Control via Differential Dynamic Programming},
  journal      = {CoRR},
  volume       = {abs/1911.09283},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.09283},
  eprinttype    = {arXiv},
  eprint       = {1911.09283},
  timestamp    = {Tue, 03 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-09283.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/automatica/ExarchosT18,
  author       = {Ioannis Exarchos and
                  Evangelos A. Theodorou},
  title        = {Stochastic optimal control via forward and backward stochastic differential
                  equations and importance sampling},
  journal      = {Autom.},
  volume       = {87},
  pages        = {159--165},
  year         = {2018},
  url          = {https://doi.org/10.1016/j.automatica.2017.09.004},
  doi          = {10.1016/J.AUTOMATICA.2017.09.004},
  timestamp    = {Mon, 15 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/automatica/ExarchosT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/scl/ExarchosTT18,
  author       = {Ioannis Exarchos and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Stochastic L1-optimal control via forward and backward sampling},
  journal      = {Syst. Control. Lett.},
  volume       = {118},
  pages        = {101--108},
  year         = {2018},
  url          = {https://doi.org/10.1016/j.sysconle.2018.06.005},
  doi          = {10.1016/J.SYSCONLE.2018.06.005},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/scl/ExarchosTT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/PanBT18,
  author       = {Yunpeng Pan and
                  George I. Boutselis and
                  Evangelos A. Theodorou},
  title        = {Efficient Reinforcement Learning via Probabilistic Trajectory Optimization},
  journal      = {{IEEE} Trans. Neural Networks Learn. Syst.},
  volume       = {29},
  number       = {11},
  pages        = {5459--5474},
  year         = {2018},
  url          = {https://doi.org/10.1109/TNNLS.2017.2764499},
  doi          = {10.1109/TNNLS.2017.2764499},
  timestamp    = {Sat, 30 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tnn/PanBT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/trob/WilliamsDGRT18,
  author       = {Grady Williams and
                  Paul Drews and
                  Brian Goldfain and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  title        = {Information-Theoretic Model Predictive Control: Theory and Applications
                  to Autonomous Driving},
  journal      = {{IEEE} Trans. Robotics},
  volume       = {34},
  number       = {6},
  pages        = {1603--1622},
  year         = {2018},
  url          = {https://doi.org/10.1109/TRO.2018.2865891},
  doi          = {10.1109/TRO.2018.2865891},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/trob/WilliamsDGRT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/WangTVS18,
  author       = {Yichen Wang and
                  Evangelos A. Theodorou and
                  Apurv Verma and
                  Le Song},
  editor       = {Amos J. Storkey and
                  Fernando P{\'{e}}rez{-}Cruz},
  title        = {A Stochastic Differential Equation Framework for Guiding Online User
                  Activities in Closed Loop},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
                  Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {84},
  pages        = {1077--1086},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v84/wang18d.html},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/WangTVS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/EvansHT18,
  author       = {Ethan N. Evans and
                  Wassim M. Haddad and
                  Evangelos A. Theodorou},
  title        = {A Fixed-Architecture Framework for Stochastic Nonlinear Controller
                  Synthesis},
  booktitle    = {2018 Annual American Control Conference, {ACC} 2018, Milwaukee, WI,
                  USA, June 27-29, 2018},
  pages        = {4694--4699},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.23919/ACC.2018.8431524},
  doi          = {10.23919/ACC.2018.8431524},
  timestamp    = {Sun, 08 Aug 2021 01:40:57 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/EvansHT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/BoutselisT18,
  author       = {George I. Boutselis and
                  Evangelos A. Theodorou},
  title        = {Path Integral Control on Lie Groups},
  booktitle    = {57th {IEEE} Conference on Decision and Control, {CDC} 2018, Miami,
                  FL, USA, December 17-19, 2018},
  pages        = {4990--4995},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/CDC.2018.8619818},
  doi          = {10.1109/CDC.2018.8619818},
  timestamp    = {Fri, 04 Mar 2022 13:30:11 +0100},
  biburl       = {https://dblp.org/rec/conf/cdc/BoutselisT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/TheodorouBB18,
  author       = {Evangelos A. Theodorou and
                  George I. Boutselis and
                  Kaivalya Bakshi},
  title        = {Linearly Solvable Stochastic Optimal Control for Infinite-Dimensional
                  Systems},
  booktitle    = {57th {IEEE} Conference on Decision and Control, {CDC} 2018, Miami,
                  FL, USA, December 17-19, 2018},
  pages        = {4110--4116},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/CDC.2018.8618948},
  doi          = {10.1109/CDC.2018.8618948},
  timestamp    = {Fri, 27 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cdc/TheodorouBB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/BrarEPTM18,
  author       = {Harleen K. Brar and
                  Ioannis Exarchos and
                  Yunpeng Pan and
                  Evangelos A. Theodorou and
                  Babak Mahmoudi},
  title        = {Seizure Reduction using Model Predictive Control},
  booktitle    = {40th Annual International Conference of the {IEEE} Engineering in
                  Medicine and Biology Society, {EMBC} 2018, Honolulu, HI, USA, July
                  18-21, 2018},
  pages        = {3152--3155},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/EMBC.2018.8512911},
  doi          = {10.1109/EMBC.2018.8512911},
  timestamp    = {Mon, 15 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/embc/BrarEPTM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/euromed/TheodorouBTYM18,
  author       = {George Theodorou and
                  Yiannis Bassiakos and
                  Evangelos Tsakalos and
                  Evyenia Yiannouli and
                  Petros Maniatis},
  editor       = {Marinos Ioannides and
                  Eleanor E. Fink and
                  Raffaella Brumana and
                  Petros Patias and
                  Anastasios D. Doulamis and
                  Jo{\~{a}}o Martins and
                  Manolis Wallace},
  title        = {The Use of {CT} Scans and 3D Modeling as a Powerful Tool to Assist
                  Fossil Vertebrate Taxonomy},
  booktitle    = {Digital Heritage. Progress in Cultural Heritage: Documentation, Preservation,
                  and Protection - 7th International Conference, EuroMed 2018, Nicosia,
                  Cyprus, October 29 - November 3, 2018, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11196},
  pages        = {79--89},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-01762-0\_7},
  doi          = {10.1007/978-3-030-01762-0\_7},
  timestamp    = {Thu, 20 Aug 2020 08:51:36 +0200},
  biburl       = {https://dblp.org/rec/conf/euromed/TheodorouBTYM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/WangTE18,
  author       = {Li Wang and
                  Evangelos A. Theodorou and
                  Magnus Egerstedt},
  title        = {Safe Learning of Quadrotor Dynamics Using Barrier Certificates},
  booktitle    = {2018 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2018, Brisbane, Australia, May 21-25, 2018},
  pages        = {2460--2465},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/ICRA.2018.8460471},
  doi          = {10.1109/ICRA.2018.8460471},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/WangTE18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/WilliamsGDRT18,
  author       = {Grady Williams and
                  Brian Goldfain and
                  Paul Drews and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  title        = {Best Response Model Predictive Control for Agile Interactions Between
                  Autonomous Ground Vehicles},
  booktitle    = {2018 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2018, Brisbane, Australia, May 21-25, 2018},
  pages        = {2403--2410},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/ICRA.2018.8462831},
  doi          = {10.1109/ICRA.2018.8462831},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/WilliamsGDRT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iser/ZafarMKZMATHB18,
  author       = {Munzir Zafar and
                  Areeb Mehmood and
                  Mouhyemen Khan and
                  Shimin Zhang and
                  Muhammad Ali Murtaza and
                  Victor Aladele and
                  Evangelos A. Theodorou and
                  Seth Hutchinson and
                  Byron Boots},
  editor       = {Jing Xiao and
                  Torsten Kr{\"{o}}ger and
                  Oussama Khatib},
  title        = {Semi-parametric Approaches to Learning in Model-Based Hierarchical
                  Control of Complex Systems},
  booktitle    = {Proceedings of the 2018 International Symposium on Experimental Robotics,
                  {ISER} 2018, Buenos Aires, Argentina, November 5-8, 2018},
  series       = {Springer Proceedings in Advanced Robotics},
  volume       = {11},
  pages        = {387--397},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-33950-0\_34},
  doi          = {10.1007/978-3-030-33950-0\_34},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iser/ZafarMKZMATHB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/PanCSLYTB18,
  author       = {Yunpeng Pan and
                  Ching{-}An Cheng and
                  Kamil Saigol and
                  Keuntaek Lee and
                  Xinyan Yan and
                  Evangelos A. Theodorou and
                  Byron Boots},
  editor       = {Hadas Kress{-}Gazit and
                  Siddhartha S. Srinivasa and
                  Tom Howard and
                  Nikolay Atanasov},
  title        = {Agile Autonomous Driving using End-to-End Deep Imitation Learning},
  booktitle    = {Robotics: Science and Systems XIV, Carnegie Mellon University, Pittsburgh,
                  Pennsylvania, USA, June 26-30, 2018},
  year         = {2018},
  url          = {http://www.roboticsproceedings.org/rss14/p56.html},
  doi          = {10.15607/RSS.2018.XIV.056},
  timestamp    = {Fri, 04 Aug 2023 08:25:46 +0200},
  biburl       = {https://dblp.org/rec/conf/rss/PanCSLYTB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/WilliamsGDSRT18,
  author       = {Grady Williams and
                  Brian Goldfain and
                  Paul Drews and
                  Kamil Saigol and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  editor       = {Hadas Kress{-}Gazit and
                  Siddhartha S. Srinivasa and
                  Tom Howard and
                  Nikolay Atanasov},
  title        = {Robust Sampling Based Model Predictive Control with Sparse Objective
                  Information},
  booktitle    = {Robotics: Science and Systems XIV, Carnegie Mellon University, Pittsburgh,
                  Pennsylvania, USA, June 26-30, 2018},
  year         = {2018},
  url          = {http://www.roboticsproceedings.org/rss14/p42.html},
  doi          = {10.15607/RSS.2018.XIV.042},
  timestamp    = {Fri, 29 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/rss/WilliamsGDSRT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/FanTR18,
  author       = {David D. Fan and
                  Evangelos A. Theodorou and
                  John Reeder},
  title        = {Model-Based Stochastic Search for Large Scale Optimization of Multi-Agent
                  {UAV} Swarms},
  booktitle    = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2018,
                  Bangalore, India, November 18-21, 2018},
  pages        = {2216--2222},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/SSCI.2018.8628677},
  doi          = {10.1109/SSCI.2018.8628677},
  timestamp    = {Wed, 16 Oct 2019 14:14:56 +0200},
  biburl       = {https://dblp.org/rec/conf/ssci/FanTR18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-05803,
  author       = {Marcus Pereira and
                  David D. Fan and
                  Gabriel Nakajima An and
                  Evangelos A. Theodorou},
  title        = {MPC-Inspired Neural Network Policies for Sequential Decision Making},
  journal      = {CoRR},
  volume       = {abs/1802.05803},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.05803},
  eprinttype    = {arXiv},
  eprint       = {1802.05803},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-05803.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-01106,
  author       = {David D. Fan and
                  Evangelos A. Theodorou and
                  John Reeder},
  title        = {Model-Based Stochastic Search for Large Scale Optimization of Multi-Agent
                  {UAV} Swarms},
  journal      = {CoRR},
  volume       = {abs/1803.01106},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.01106},
  eprinttype    = {arXiv},
  eprint       = {1803.01106},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-01106.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-05250,
  author       = {Piyush Grover and
                  Kaivalya Bakshi and
                  Evangelos A. Theodorou},
  title        = {A mean-field game model for homogeneous flocking},
  journal      = {CoRR},
  volume       = {abs/1803.05250},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.05250},
  eprinttype    = {arXiv},
  eprint       = {1803.05250},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-05250.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-10231,
  author       = {Keuntaek Lee and
                  Kamil Saigol and
                  Evangelos A. Theodorou},
  title        = {Safe end-to-end imitation learning for model predictive control},
  journal      = {CoRR},
  volume       = {abs/1803.10231},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.10231},
  eprinttype    = {arXiv},
  eprint       = {1803.10231},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-10231.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-04642,
  author       = {Ching{-}An Cheng and
                  Xinyan Yan and
                  Evangelos A. Theodorou and
                  Byron Boots},
  title        = {Model-Based Imitation Learning with Accelerated Convergence},
  journal      = {CoRR},
  volume       = {abs/1806.04642},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.04642},
  eprinttype    = {arXiv},
  eprint       = {1806.04642},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-04642.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-09431,
  author       = {Manan Gandhi and
                  Keuntaek Lee and
                  Yunpeng Pan and
                  Evangelos A. Theodorou},
  title        = {Propagating Uncertainty through the tanh Function with Application
                  to Reservoir Computing},
  journal      = {CoRR},
  volume       = {abs/1806.09431},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.09431},
  eprinttype    = {arXiv},
  eprint       = {1806.09431},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-09431.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-03074,
  author       = {Munzir Zafar and
                  Seth Hutchinson and
                  Evangelos A. Theodorou},
  title        = {Hierarchical Optimization for Whole-Body Control of Wheeled Inverted
                  Pendulum Humanoids},
  journal      = {CoRR},
  volume       = {abs/1810.03074},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.03074},
  eprinttype    = {arXiv},
  eprint       = {1810.03074},
  timestamp    = {Thu, 01 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-03074.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-12555,
  author       = {Keuntaek Lee and
                  Ziyi Wang and
                  Bogdan I. Vlahov and
                  Harleen K. Brar and
                  Evangelos A. Theodorou},
  title        = {Ensemble Bayesian Decision Making with Redundant Deep Perceptual Control
                  Policies},
  journal      = {CoRR},
  volume       = {abs/1811.12555},
  year         = {2018},
  url          = {http://arxiv.org/abs/1811.12555},
  eprinttype    = {arXiv},
  eprint       = {1811.12555},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1811-12555.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-02071,
  author       = {Paul Drews and
                  Grady Williams and
                  Brian Goldfain and
                  Evangelos A. Theodorou and
                  James M. Rehg},
  title        = {Vision-Based High Speed Driving with a Deep Dynamic Observer},
  journal      = {CoRR},
  volume       = {abs/1812.02071},
  year         = {2018},
  url          = {http://arxiv.org/abs/1812.02071},
  eprinttype    = {arXiv},
  eprint       = {1812.02071},
  timestamp    = {Tue, 01 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1812-02071.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/BakshiFT17,
  author       = {Kaivalya S. Bakshi and
                  David D. Fan and
                  Evangelos A. Theodorou},
  title        = {Stochastic control of systems with control multiplicative noise using
                  second order FBSDEs},
  booktitle    = {2017 American Control Conference, {ACC} 2017, Seattle, WA, USA, May
                  24-26, 2017},
  pages        = {424--431},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.23919/ACC.2017.7962990},
  doi          = {10.23919/ACC.2017.7962990},
  timestamp    = {Fri, 03 Dec 2021 13:04:31 +0100},
  biburl       = {https://dblp.org/rec/conf/amcc/BakshiFT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/PanST17,
  author       = {Yunpeng Pan and
                  Kamil Saigol and
                  Evangelos A. Theodorou},
  title        = {Belief space stochastic control under unknown dynamics},
  booktitle    = {2017 American Control Conference, {ACC} 2017, Seattle, WA, USA, May
                  24-26, 2017},
  pages        = {3764--3770},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.23919/ACC.2017.7963531},
  doi          = {10.23919/ACC.2017.7963531},
  timestamp    = {Fri, 07 Jul 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/PanST17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/corl/DrewsWGTR17,
  author       = {Paul Drews and
                  Grady Williams and
                  Brian Goldfain and
                  Evangelos A. Theodorou and
                  James M. Rehg},
  title        = {Aggressive Deep Driving: Combining Convolutional Neural Networks and
                  Model Predictive Control},
  booktitle    = {1st Annual Conference on Robot Learning, CoRL 2017, Mountain View,
                  California, USA, November 13-15, 2017, Proceedings},
  series       = {Proceedings of Machine Learning Research},
  volume       = {78},
  pages        = {133--142},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v78/drews17a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:24 +0200},
  biburl       = {https://dblp.org/rec/conf/corl/DrewsWGTR17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/FanTR17,
  author       = {David D. Fan and
                  Evangelos A. Theodorou and
                  John Reeder},
  editor       = {Peter A. N. Bosman},
  title        = {Evolving cost functions for model predictive control of multi-agent
                  {UAV} combat swarms},
  booktitle    = {Genetic and Evolutionary Computation Conference, Berlin, Germany,
                  July 15-19, 2017, Companion Material Proceedings},
  pages        = {55--56},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3067695.3076019},
  doi          = {10.1145/3067695.3076019},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/gecco/FanTR17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/PanYTB17,
  author       = {Yunpeng Pan and
                  Xinyan Yan and
                  Evangelos A. Theodorou and
                  Byron Boots},
  editor       = {Doina Precup and
                  Yee Whye Teh},
  title        = {Prediction under Uncertainty in Sparse Spectrum Gaussian Processes
                  with Applications to Filtering and Control},
  booktitle    = {Proceedings of the 34th International Conference on Machine Learning,
                  {ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
  series       = {Proceedings of Machine Learning Research},
  volume       = {70},
  pages        = {2760--2768},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v70/pan17a.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/PanYTB17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WangWTS17,
  author       = {Yichen Wang and
                  Grady Williams and
                  Evangelos A. Theodorou and
                  Le Song},
  editor       = {Doina Precup and
                  Yee Whye Teh},
  title        = {Variational Policy for Guiding Point Processes},
  booktitle    = {Proceedings of the 34th International Conference on Machine Learning,
                  {ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
  series       = {Proceedings of Machine Learning Research},
  volume       = {70},
  pages        = {3684--3693},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v70/wang17k.html},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/WangWTS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/WilliamsWGDRBT17,
  author       = {Grady Williams and
                  Nolan Wagener and
                  Brian Goldfain and
                  Paul Drews and
                  James M. Rehg and
                  Byron Boots and
                  Evangelos A. Theodorou},
  title        = {Information theoretic {MPC} for model-based reinforcement learning},
  booktitle    = {2017 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2017, Singapore, Singapore, May 29 - June 3, 2017},
  pages        = {1714--1721},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICRA.2017.7989202},
  doi          = {10.1109/ICRA.2017.7989202},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/WilliamsWGDRBT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/GandhiSPT17,
  author       = {Manan Gandhi and
                  Kamil Saigol and
                  Yunpeng Pan and
                  Evangelos A. Theodorou},
  title        = {Model predictive PseudoSpectral Optimal Control with semi-parametric
                  dynamics},
  booktitle    = {2017 {IEEE} Symposium Series on Computational Intelligence, {SSCI}
                  2017, Honolulu, HI, USA, November 27 - Dec. 1, 2017},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/SSCI.2017.8285204},
  doi          = {10.1109/SSCI.2017.8285204},
  timestamp    = {Wed, 16 Oct 2019 14:14:56 +0200},
  biburl       = {https://dblp.org/rec/conf/ssci/GandhiSPT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DrewsWGTR17,
  author       = {Paul Drews and
                  Grady Williams and
                  Brian Goldfain and
                  Evangelos A. Theodorou and
                  James M. Rehg},
  title        = {Aggressive Deep Driving: Model Predictive Control with a {CNN} Cost
                  Model},
  journal      = {CoRR},
  volume       = {abs/1707.05303},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.05303},
  eprinttype    = {arXiv},
  eprint       = {1707.05303},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DrewsWGTR17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/FanT17,
  author       = {David D. Fan and
                  Evangelos A. Theodorou},
  title        = {Differential Dynamic Programming for time-delayed systems},
  journal      = {CoRR},
  volume       = {abs/1701.01882},
  year         = {2017},
  url          = {http://arxiv.org/abs/1701.01882},
  eprinttype    = {arXiv},
  eprint       = {1701.01882},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/FanT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangWTS17,
  author       = {Yichen Wang and
                  Grady Williams and
                  Evangelos A. Theodorou and
                  Le Song},
  title        = {A Unifying Framework for Guiding Point Processes with Stochastic Intensity
                  Functions},
  journal      = {CoRR},
  volume       = {abs/1701.08585},
  year         = {2017},
  url          = {http://arxiv.org/abs/1701.08585},
  eprinttype    = {arXiv},
  eprint       = {1701.08585},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/WangWTS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WilliamsDGRT17,
  author       = {Grady Williams and
                  Paul Drews and
                  Brian Goldfain and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  title        = {Information Theoretic Model Predictive Control: Theory and Applications
                  to Autonomous Driving},
  journal      = {CoRR},
  volume       = {abs/1707.02342},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.02342},
  eprinttype    = {arXiv},
  eprint       = {1707.02342},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/WilliamsDGRT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WilliamsGDRT17,
  author       = {Grady Williams and
                  Brian Goldfain and
                  Paul Drews and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  title        = {Autonomous Racing with AutoRally Vehicles and Differential Games},
  journal      = {CoRR},
  volume       = {abs/1707.04540},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.04540},
  eprinttype    = {arXiv},
  eprint       = {1707.04540},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/WilliamsGDRT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-07174,
  author       = {Yunpeng Pan and
                  Ching{-}An Cheng and
                  Kamil Saigol and
                  Keuntaek Lee and
                  Xinyan Yan and
                  Evangelos A. Theodorou and
                  Byron Boots},
  title        = {Agile Off-Road Autonomous Driving Using End-to-End Deep Imitation
                  Learning},
  journal      = {CoRR},
  volume       = {abs/1709.07174},
  year         = {2017},
  url          = {http://arxiv.org/abs/1709.07174},
  eprinttype    = {arXiv},
  eprint       = {1709.07174},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1709-07174.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-05472,
  author       = {Li Wang and
                  Evangelos A. Theodorou and
                  Magnus Egerstedt},
  title        = {Safe Learning of Quadrotor Dynamics Using Barrier Certificates},
  journal      = {CoRR},
  volume       = {abs/1710.05472},
  year         = {2017},
  url          = {http://arxiv.org/abs/1710.05472},
  eprinttype    = {arXiv},
  eprint       = {1710.05472},
  timestamp    = {Fri, 16 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1710-05472.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/BoutselisTT16,
  author       = {George I. Boutselis and
                  Gerardo De La Torre and
                  Evangelos A. Theodorou},
  title        = {Stochastic Optimal Control using polynomial chaos variational integrators},
  booktitle    = {2016 American Control Conference, {ACC} 2016, Boston, MA, USA, July
                  6-8, 2016},
  pages        = {6586--6591},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ACC.2016.7526707},
  doi          = {10.1109/ACC.2016.7526707},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/BoutselisTT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/ExarchosT16,
  author       = {Ioannis Exarchos and
                  Evangelos A. Theodorou},
  title        = {Learning optimal control via forward and backward stochastic differential
                  equations},
  booktitle    = {2016 American Control Conference, {ACC} 2016, Boston, MA, USA, July
                  6-8, 2016},
  pages        = {2155--2161},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ACC.2016.7525237},
  doi          = {10.1109/ACC.2016.7525237},
  timestamp    = {Mon, 15 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/ExarchosT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/RajpurohitHT16,
  author       = {Tanmay Rajpurohit and
                  Wassim M. Haddad and
                  Evangelos A. Theodorou},
  title        = {Nonlinear-nonquadratic optimal and inverse optimal control for stochastic
                  dynamical systems},
  booktitle    = {2016 American Control Conference, {ACC} 2016, Boston, MA, USA, July
                  6-8, 2016},
  pages        = {6568--6573},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ACC.2016.7526704},
  doi          = {10.1109/ACC.2016.7526704},
  timestamp    = {Wed, 05 Jul 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/RajpurohitHT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/BakshiT16,
  author       = {Kaivalya Bakshi and
                  Evangelos A. Theodorou},
  title        = {Infinite dimensional control of doubly stochastic Jump Diffusions},
  booktitle    = {55th {IEEE} Conference on Decision and Control, {CDC} 2016, Las Vegas,
                  NV, USA, December 12-14, 2016},
  pages        = {1145--1152},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/CDC.2016.7798421},
  doi          = {10.1109/CDC.2016.7798421},
  timestamp    = {Fri, 04 Mar 2022 13:29:43 +0100},
  biburl       = {https://dblp.org/rec/conf/cdc/BakshiT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/BoutselisT16,
  author       = {George I. Boutselis and
                  Evangelos A. Theodorou},
  title        = {Spectral variational integrators for trajectory optimization under
                  parametric uncertainties and stochastic disturbances},
  booktitle    = {55th {IEEE} Conference on Decision and Control, {CDC} 2016, Las Vegas,
                  NV, USA, December 12-14, 2016},
  pages        = {2016--2022},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/CDC.2016.7798560},
  doi          = {10.1109/CDC.2016.7798560},
  timestamp    = {Fri, 19 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cdc/BoutselisT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/ExarchosTT16,
  author       = {Ioannis Exarchos and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Game-theoretic and risk-sensitive stochastic optimal control via forward
                  and backward stochastic differential equations},
  booktitle    = {55th {IEEE} Conference on Decision and Control, {CDC} 2016, Las Vegas,
                  NV, USA, December 12-14, 2016},
  pages        = {6154--6160},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/CDC.2016.7799215},
  doi          = {10.1109/CDC.2016.7799215},
  timestamp    = {Mon, 15 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cdc/ExarchosTT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/FanT16,
  author       = {David D. Fan and
                  Evangelos A. Theodorou},
  title        = {Differential Dynamic Programming for time-delayed systems},
  booktitle    = {55th {IEEE} Conference on Decision and Control, {CDC} 2016, Las Vegas,
                  NV, USA, December 12-14, 2016},
  pages        = {573--579},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/CDC.2016.7798330},
  doi          = {10.1109/CDC.2016.7798330},
  timestamp    = {Fri, 19 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cdc/FanT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/SunTT16,
  author       = {Wei Sun and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Stochastic Game Theoretic trajectory optimization in continuous time},
  booktitle    = {55th {IEEE} Conference on Decision and Control, {CDC} 2016, Las Vegas,
                  NV, USA, December 12-14, 2016},
  pages        = {6167--6172},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/CDC.2016.7799217},
  doi          = {10.1109/CDC.2016.7799217},
  timestamp    = {Tue, 06 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cdc/SunTT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/BrarPMT16,
  author       = {Harleen K. Brar and
                  Yunpeng Pan and
                  Babak Mahmoudi and
                  Evangelos A. Theodorou},
  title        = {Cross-entropy optimization for neuromodulation},
  booktitle    = {38th Annual International Conference of the {IEEE} Engineering in
                  Medicine and Biology Society, {EMBC} 2016, Orlando, FL, USA, August
                  16-20, 2016},
  pages        = {6357--6360},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/EMBC.2016.7592182},
  doi          = {10.1109/EMBC.2016.7592182},
  timestamp    = {Wed, 16 Oct 2019 14:14:50 +0200},
  biburl       = {https://dblp.org/rec/conf/embc/BrarPMT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/WilliamsDGRT16,
  author       = {Grady Williams and
                  Paul Drews and
                  Brian Goldfain and
                  James M. Rehg and
                  Evangelos A. Theodorou},
  editor       = {Danica Kragic and
                  Antonio Bicchi and
                  Alessandro De Luca},
  title        = {Aggressive driving with model predictive path integral control},
  booktitle    = {2016 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2016, Stockholm, Sweden, May 16-21, 2016},
  pages        = {1433--1440},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICRA.2016.7487277},
  doi          = {10.1109/ICRA.2016.7487277},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/WilliamsDGRT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PanYTB16,
  author       = {Yunpeng Pan and
                  Xinyan Yan and
                  Evangelos A. Theodorou and
                  Byron Boots},
  title        = {Adaptive Probabilistic Trajectory Optimization via Efficient Approximate
                  Inference},
  journal      = {CoRR},
  volume       = {abs/1608.06235},
  year         = {2016},
  url          = {http://arxiv.org/abs/1608.06235},
  eprinttype    = {arXiv},
  eprint       = {1608.06235},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PanYTB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangTVS16,
  author       = {Yichen Wang and
                  Evangelos A. Theodorou and
                  Apurv Verma and
                  Le Song},
  title        = {Steering Opinion Dynamics in Information Diffusion Networks},
  journal      = {CoRR},
  volume       = {abs/1603.09021},
  year         = {2016},
  url          = {http://arxiv.org/abs/1603.09021},
  eprinttype    = {arXiv},
  eprint       = {1603.09021},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/WangTVS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/Theodorou15,
  author       = {Evangelos A. Theodorou},
  title        = {Nonlinear Stochastic Control and Information Theoretic Dualities:
                  Connections, Interdependencies and Thermodynamic Interpretations},
  journal      = {Entropy},
  volume       = {17},
  number       = {5},
  pages        = {3352--3375},
  year         = {2015},
  url          = {https://doi.org/10.3390/e17053352},
  doi          = {10.3390/E17053352},
  timestamp    = {Tue, 14 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/entropy/Theodorou15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/PanT15,
  author       = {Yunpeng Pan and
                  Evangelos A. Theodorou},
  title        = {Data-driven differential dynamic programming using Gaussian processes},
  booktitle    = {American Control Conference, {ACC} 2015, Chicago, IL, USA, July 1-3,
                  2015},
  pages        = {4467--4472},
  publisher    = {{IEEE}},
  year         = {2015},
  url          = {https://doi.org/10.1109/ACC.2015.7172032},
  doi          = {10.1109/ACC.2015.7172032},
  timestamp    = {Fri, 03 Dec 2021 13:03:59 +0100},
  biburl       = {https://dblp.org/rec/conf/amcc/PanT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/SunTT15,
  author       = {Wei Sun and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Game Theoretic continuous time Differential Dynamic Programming},
  booktitle    = {American Control Conference, {ACC} 2015, Chicago, IL, USA, July 1-3,
                  2015},
  pages        = {5593--5598},
  publisher    = {{IEEE}},
  year         = {2015},
  url          = {https://doi.org/10.1109/ACC.2015.7172215},
  doi          = {10.1109/ACC.2015.7172215},
  timestamp    = {Tue, 06 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/SunTT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PanTK15,
  author       = {Yunpeng Pan and
                  Evangelos A. Theodorou and
                  Michail Kontitsis},
  editor       = {Corinna Cortes and
                  Neil D. Lawrence and
                  Daniel D. Lee and
                  Masashi Sugiyama and
                  Roman Garnett},
  title        = {Sample Efficient Path Integral Control under Uncertainty},
  booktitle    = {Advances in Neural Information Processing Systems 28: Annual Conference
                  on Neural Information Processing Systems 2015, December 7-12, 2015,
                  Montreal, Quebec, Canada},
  pages        = {2314--2322},
  year         = {2015},
  url          = {https://proceedings.neurips.cc/paper/2015/hash/81ca0262c82e712e50c580c032d99b60-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/PanTK15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/PanTB15,
  author       = {Yunpeng Pan and
                  Evangelos A. Theodorou and
                  Kaivalya Bakshi},
  editor       = {Lydia E. Kavraki and
                  David Hsu and
                  Jonas Buchli},
  title        = {Robust Trajectory Optimization: {A} Cooperative Stochastic Game Theoretic
                  Approach},
  booktitle    = {Robotics: Science and Systems XI, Sapienza University of Rome, Rome,
                  Italy, July 13-17, 2015},
  year         = {2015},
  url          = {http://www.roboticsproceedings.org/rss11/p29.html},
  doi          = {10.15607/RSS.2015.XI.029},
  timestamp    = {Fri, 29 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/rss/PanTB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ExarchosT15,
  author       = {Ioannis Exarchos and
                  Evangelos A. Theodorou},
  title        = {Learning Optimal Control via Forward and Backward Stochastic Differential
                  Equations},
  journal      = {CoRR},
  volume       = {abs/1509.02195},
  year         = {2015},
  url          = {http://arxiv.org/abs/1509.02195},
  eprinttype    = {arXiv},
  eprint       = {1509.02195},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ExarchosT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PanT15a,
  author       = {Yunpeng Pan and
                  Evangelos A. Theodorou},
  title        = {Sample Efficient Path Integral Control under Uncertainty},
  journal      = {CoRR},
  volume       = {abs/1509.01846},
  year         = {2015},
  url          = {http://arxiv.org/abs/1509.01846},
  eprinttype    = {arXiv},
  eprint       = {1509.01846},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PanT15a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SunTT15,
  author       = {Wei Sun and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Model Based Reinforcement Learning with Final Time Horizon Optimization},
  journal      = {CoRR},
  volume       = {abs/1509.01186},
  year         = {2015},
  url          = {http://arxiv.org/abs/1509.01186},
  eprinttype    = {arXiv},
  eprint       = {1509.01186},
  timestamp    = {Tue, 06 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SunTT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WilliamsAT15,
  author       = {Grady Williams and
                  Andrew Aldrich and
                  Evangelos A. Theodorou},
  title        = {Model Predictive Path Integral Control using Covariance Variable Importance
                  Sampling},
  journal      = {CoRR},
  volume       = {abs/1509.01149},
  year         = {2015},
  url          = {http://arxiv.org/abs/1509.01149},
  eprinttype    = {arXiv},
  eprint       = {1509.01149},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/WilliamsAT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adprl/ArslanTT14,
  author       = {Oktay Arslan and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Information-theoretic stochastic optimal control via incremental sampling-based
                  algorithms},
  booktitle    = {2014 {IEEE} Symposium on Adaptive Dynamic Programming and Reinforcement
                  Learning, {ADPRL} 2014, Orlando, FL, USA, December 9-12, 2014},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2014},
  url          = {https://doi.org/10.1109/ADPRL.2014.7010617},
  doi          = {10.1109/ADPRL.2014.7010617},
  timestamp    = {Wed, 16 Oct 2019 14:14:48 +0200},
  biburl       = {https://dblp.org/rec/conf/adprl/ArslanTT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adprl/PanT14,
  author       = {Yunpeng Pan and
                  Evangelos A. Theodorou},
  title        = {Nonparametric infinite horizon Kullback-Leibler stochastic control},
  booktitle    = {2014 {IEEE} Symposium on Adaptive Dynamic Programming and Reinforcement
                  Learning, {ADPRL} 2014, Orlando, FL, USA, December 9-12, 2014},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2014},
  url          = {https://doi.org/10.1109/ADPRL.2014.7010616},
  doi          = {10.1109/ADPRL.2014.7010616},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/adprl/PanT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adprl/SunTT14,
  author       = {Wei Sun and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Continuous-time differential dynamic programming with terminal constraints},
  booktitle    = {2014 {IEEE} Symposium on Adaptive Dynamic Programming and Reinforcement
                  Learning, {ADPRL} 2014, Orlando, FL, USA, December 9-12, 2014},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2014},
  url          = {https://doi.org/10.1109/ADPRL.2014.7010647},
  doi          = {10.1109/ADPRL.2014.7010647},
  timestamp    = {Tue, 06 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/adprl/SunTT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PanT14,
  author       = {Yunpeng Pan and
                  Evangelos A. Theodorou},
  editor       = {Zoubin Ghahramani and
                  Max Welling and
                  Corinna Cortes and
                  Neil D. Lawrence and
                  Kilian Q. Weinberger},
  title        = {Probabilistic Differential Dynamic Programming},
  booktitle    = {Advances in Neural Information Processing Systems 27: Annual Conference
                  on Neural Information Processing Systems 2014, December 8-13 2014,
                  Montreal, Quebec, Canada},
  pages        = {1907--1915},
  year         = {2014},
  url          = {https://proceedings.neurips.cc/paper/2014/hash/7fec306d1e665bc9c748b5d2b99a6e97-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/PanT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ArslanTT14,
  author       = {Oktay Arslan and
                  Evangelos A. Theodorou and
                  Panagiotis Tsiotras},
  title        = {Information-Theoretic Stochastic Optimal Control via Incremental Sampling-based
                  Algorithms},
  journal      = {CoRR},
  volume       = {abs/1405.7392},
  year         = {2014},
  url          = {http://arxiv.org/abs/1405.7392},
  eprinttype    = {arXiv},
  eprint       = {1405.7392},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ArslanTT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PanT14,
  author       = {Yunpeng Pan and
                  Evangelos A. Theodorou},
  title        = {Nonparametric Kullback-Leibler Stochastic Control},
  journal      = {CoRR},
  volume       = {abs/1404.3984},
  year         = {2014},
  url          = {http://arxiv.org/abs/1404.3984},
  eprinttype    = {arXiv},
  eprint       = {1404.3984},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PanT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PanTK14,
  author       = {Yunpeng Pan and
                  Evangelos A. Theodorou and
                  Michail Kontitsis},
  title        = {Model-based Path Integral Stochastic Control: {A} Bayesian Nonparametric
                  Approach},
  journal      = {CoRR},
  volume       = {abs/1412.3038},
  year         = {2014},
  url          = {http://arxiv.org/abs/1412.3038},
  eprinttype    = {arXiv},
  eprint       = {1412.3038},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PanTK14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ras/PastorKMSBTS13,
  author       = {Peter Pastor and
                  Mrinal Kalakrishnan and
                  Franziska Meier and
                  Freek Stulp and
                  Jonas Buchli and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  title        = {From dynamic movement primitives to associative skill memories},
  journal      = {Robotics Auton. Syst.},
  volume       = {61},
  number       = {4},
  pages        = {351--361},
  year         = {2013},
  url          = {https://doi.org/10.1016/j.robot.2012.09.017},
  doi          = {10.1016/J.ROBOT.2012.09.017},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ras/PastorKMSBTS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adprl/TheodorouNT13,
  author       = {Evangelos A. Theodorou and
                  Jiri Najemnik and
                  Emanuel Todorov},
  title        = {Free energy based policy gradients},
  booktitle    = {Proceedings of the 2013 {IEEE} Symposium on Adaptive Dynamic Programming
                  and Reinforcement Learning, {ADPRL} 2013, {IEEE} Symposium Series
                  on Computational Intelligence (SSCI), 16-19 April 2013, Singapore},
  pages        = {124--131},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://doi.org/10.1109/ADPRL.2013.6614998},
  doi          = {10.1109/ADPRL.2013.6614998},
  timestamp    = {Wed, 16 Oct 2019 14:14:48 +0200},
  biburl       = {https://dblp.org/rec/conf/adprl/TheodorouNT13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/KontitsisTT13,
  author       = {Michail Kontitsis and
                  Evangelos A. Theodorou and
                  Emanuel Todorov},
  title        = {Multi-robot active {SLAM} with relative entropy optimization},
  booktitle    = {American Control Conference, {ACC} 2013, Washington, DC, USA, June
                  17-19, 2013},
  pages        = {2757--2764},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://doi.org/10.1109/ACC.2013.6580252},
  doi          = {10.1109/ACC.2013.6580252},
  timestamp    = {Sun, 08 Aug 2021 01:40:56 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/KontitsisTT13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/TheodorouT13,
  author       = {Evangelos A. Theodorou and
                  Emo Todorov},
  title        = {The {\(\delta\)} - sensitivity and its application to stochastic optimal
                  control of nonlinear diffusions},
  booktitle    = {American Control Conference, {ACC} 2013, Washington, DC, USA, June
                  17-19, 2013},
  pages        = {4209--4214},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://doi.org/10.1109/ACC.2013.6580486},
  doi          = {10.1109/ACC.2013.6580486},
  timestamp    = {Sun, 08 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/TheodorouT13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/DvijothamTTF13,
  author       = {Krishnamurthy Dvijotham and
                  Evangelos A. Theodorou and
                  Emanuel Todorov and
                  Maryam Fazel},
  title        = {Convexity of optimal linear controller design},
  booktitle    = {Proceedings of the 52nd {IEEE} Conference on Decision and Control,
                  {CDC} 2013, Florence, Italy, December 10-13, 2013},
  pages        = {2477--2482},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://doi.org/10.1109/CDC.2013.6760252},
  doi          = {10.1109/CDC.2013.6760252},
  timestamp    = {Fri, 04 Mar 2022 13:29:02 +0100},
  biburl       = {https://dblp.org/rec/conf/cdc/DvijothamTTF13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/TheodorouDT13,
  author       = {Evangelos A. Theodorou and
                  Krishnamurthy Dvijotham and
                  Emo Todorov},
  title        = {Time varying nonlinear Policy Gradients},
  booktitle    = {Proceedings of the 52nd {IEEE} Conference on Decision and Control,
                  {CDC} 2013, Florence, Italy, December 10-13, 2013},
  pages        = {7765--7770},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://doi.org/10.1109/CDC.2013.6761122},
  doi          = {10.1109/CDC.2013.6761122},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cdc/TheodorouDT13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tamd/StulpBEMTS12,
  author       = {Freek Stulp and
                  Jonas Buchli and
                  Alice Ellmer and
                  Michael N. Mistry and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  title        = {Model-Free Reinforcement Learning of Impedance Control in Stochastic
                  Environments},
  journal      = {{IEEE} Trans. Auton. Ment. Dev.},
  volume       = {4},
  number       = {4},
  pages        = {330--341},
  year         = {2012},
  url          = {https://doi.org/10.1109/TAMD.2012.2205924},
  doi          = {10.1109/TAMD.2012.2205924},
  timestamp    = {Mon, 18 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tamd/StulpBEMTS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/trob/StulpTS12,
  author       = {Freek Stulp and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  title        = {Reinforcement Learning With Sequences of Motion Primitives for Robust
                  Manipulation},
  journal      = {{IEEE} Trans. Robotics},
  volume       = {28},
  number       = {6},
  pages        = {1360--1370},
  year         = {2012},
  url          = {https://doi.org/10.1109/TRO.2012.2210294},
  doi          = {10.1109/TRO.2012.2210294},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/trob/StulpTS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/TheodorouT12,
  author       = {Evangelos A. Theodorou and
                  Emanuel Todorov},
  title        = {Stochastic optimal control for nonlinear markov jump diffusion processes},
  booktitle    = {American Control Conference, {ACC} 2012, Montreal, QC, Canada, June
                  27-29, 2012},
  pages        = {1633--1639},
  publisher    = {{IEEE}},
  year         = {2012},
  url          = {https://doi.org/10.1109/ACC.2012.6315408},
  doi          = {10.1109/ACC.2012.6315408},
  timestamp    = {Sun, 08 Aug 2021 01:40:54 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/TheodorouT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/TheodorouT12,
  author       = {Evangelos A. Theodorou and
                  Emanuel Todorov},
  title        = {Relative entropy and free energy dualities: Connections to Path Integral
                  and {KL} control},
  booktitle    = {Proceedings of the 51th {IEEE} Conference on Decision and Control,
                  {CDC} 2012, December 10-13, 2012, Maui, HI, {USA}},
  pages        = {1466--1473},
  publisher    = {{IEEE}},
  year         = {2012},
  url          = {https://doi.org/10.1109/CDC.2012.6426381},
  doi          = {10.1109/CDC.2012.6426381},
  timestamp    = {Fri, 04 Mar 2022 13:28:47 +0100},
  biburl       = {https://dblp.org/rec/conf/cdc/TheodorouT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/MalhotraRTTM12,
  author       = {Mark Malhotra and
                  Eric Rombokas and
                  Evangelos A. Theodorou and
                  Emanuel Todorov and
                  Yoky Matsuoka},
  title        = {Reduced dimensionality control for the {ACT} hand},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2012, 14-18 May, 2012, St. Paul, Minnesota, {USA}},
  pages        = {5117--5122},
  publisher    = {{IEEE}},
  year         = {2012},
  url          = {https://doi.org/10.1109/ICRA.2012.6224651},
  doi          = {10.1109/ICRA.2012.6224651},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/MalhotraRTTM12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/RombokasTMTM12,
  author       = {Eric Rombokas and
                  Evangelos A. Theodorou and
                  Mark Malhotra and
                  Emo Todorov and
                  Yoky Matsuoka},
  title        = {Tendon-driven control of biomechanical and robotic systems: {A} path
                  integral reinforcement learning approach},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2012, 14-18 May, 2012, St. Paul, Minnesota, {USA}},
  pages        = {208--214},
  publisher    = {{IEEE}},
  year         = {2012},
  url          = {https://doi.org/10.1109/ICRA.2012.6224650},
  doi          = {10.1109/ICRA.2012.6224650},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/RombokasTMTM12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/RombokasMTMT12,
  author       = {Eric Rombokas and
                  Mark Malhotra and
                  Evangelos A. Theodorou and
                  Yoky Matsuoka and
                  Emo Todorov},
  editor       = {Nicholas Roy and
                  Paul Newman and
                  Siddhartha S. Srinivasa},
  title        = {Tendon-Driven Variable Impedance Control Using Reinforcement Learning},
  booktitle    = {Robotics: Science and Systems VIII, University of Sydney, Sydney,
                  NSW, Australia, July 9-13, 2012},
  year         = {2012},
  url          = {http://www.roboticsproceedings.org/rss08/p47.html},
  doi          = {10.15607/RSS.2012.VIII.047},
  timestamp    = {Fri, 29 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/rss/RombokasMTMT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/MeierTS12,
  author       = {Franziska Meier and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami},
  title        = {Movement Segmentation and Recognition for Imitation Learning},
  booktitle    = {Proceedings of the Fifteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
                  Spain, April 21-23, 2012},
  series       = {{JMLR} Proceedings},
  volume       = {22},
  pages        = {761--769},
  publisher    = {JMLR.org},
  year         = {2012},
  url          = {http://proceedings.mlr.press/v22/meier12.html},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MeierTS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijrr/BuchliSTS11,
  author       = {Jonas Buchli and
                  Freek Stulp and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  title        = {Learning variable impedance control},
  journal      = {Int. J. Robotics Res.},
  volume       = {30},
  number       = {7},
  pages        = {820--833},
  year         = {2011},
  url          = {https://doi.org/10.1177/0278364911402527},
  doi          = {10.1177/0278364911402527},
  timestamp    = {Thu, 17 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijrr/BuchliSTS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adprl/BraunOTS11,
  author       = {Daniel A. Braun and
                  Pedro A. Ortega and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  title        = {Path integral control and bounded rationality},
  booktitle    = {2011 {IEEE} Symposium on Adaptive Dynamic Programming And Reinforcement
                  Learning, {ADPRL} 2011, Paris, France, April 12-14, 2011},
  pages        = {202--209},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/ADPRL.2011.5967366},
  doi          = {10.1109/ADPRL.2011.5967366},
  timestamp    = {Wed, 08 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/adprl/BraunOTS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/TheodorouTC11,
  author       = {Evangelos A. Theodorou and
                  Emanuel Todorov and
                  Francisco J. Valero Cuevas},
  title        = {Neuromuscular stochastic optimal control of a tendon driven index
                  finger model},
  booktitle    = {American Control Conference, {ACC} 2011, San Francisco, CA, USA, June
                  29 - July 1, 2011},
  pages        = {348--355},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/ACC.2011.5990844},
  doi          = {10.1109/ACC.2011.5990844},
  timestamp    = {Wed, 08 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/TheodorouTC11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdl-epirob/StulpBEMTS11,
  author       = {Freek Stulp and
                  Jonas Buchli and
                  Alice Ellmer and
                  Michael N. Mistry and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  title        = {Reinforcement learning of impedance control in stochastic force fields},
  booktitle    = {1st International Conference on Development and Learning and on Epigenetic
                  Robotics, {ICDL-EPIROB} 2011, Frankfurt am Main, Germany, August 24-27,
                  2011},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/DEVLRN.2011.6037312},
  doi          = {10.1109/DEVLRN.2011.6037312},
  timestamp    = {Thu, 18 Jul 2019 17:03:57 +0200},
  biburl       = {https://dblp.org/rec/conf/icdl-epirob/StulpBEMTS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/KalakrishnanCTPS11,
  author       = {Mrinal Kalakrishnan and
                  Sachin Chitta and
                  Evangelos A. Theodorou and
                  Peter Pastor and
                  Stefan Schaal},
  title        = {{STOMP:} Stochastic trajectory optimization for motion planning},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2011, Shanghai, China, 9-13 May 2011},
  pages        = {4569--4574},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/ICRA.2011.5980280},
  doi          = {10.1109/ICRA.2011.5980280},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/KalakrishnanCTPS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/PastorKCTS11,
  author       = {Peter Pastor and
                  Mrinal Kalakrishnan and
                  Sachin Chitta and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  title        = {Skill learning and task outcome prediction for manipulation},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2011, Shanghai, China, 9-13 May 2011},
  pages        = {3828--3834},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/ICRA.2011.5980200},
  doi          = {10.1109/ICRA.2011.5980200},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/PastorKCTS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/StulpTBS11,
  author       = {Freek Stulp and
                  Evangelos A. Theodorou and
                  Jonas Buchli and
                  Stefan Schaal},
  title        = {Learning to grasp under uncertainty},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2011, Shanghai, China, 9-13 May 2011},
  pages        = {5703--5708},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/ICRA.2011.5979644},
  doi          = {10.1109/ICRA.2011.5979644},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/StulpTBS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/MeierTSS11,
  author       = {Franziska Meier and
                  Evangelos A. Theodorou and
                  Freek Stulp and
                  Stefan Schaal},
  title        = {Movement segmentation using a primitive library},
  booktitle    = {2011 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, {IROS} 2011, San Francisco, CA, USA, September 25-30, 2011},
  pages        = {3407--3412},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/IROS.2011.6094676},
  doi          = {10.1109/IROS.2011.6094676},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/MeierTSS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/StulpTKPRS11,
  author       = {Freek Stulp and
                  Evangelos A. Theodorou and
                  Mrinal Kalakrishnan and
                  Peter Pastor and
                  Ludovic Righetti and
                  Stefan Schaal},
  title        = {Learning motion primitive goals for robust manipulation},
  booktitle    = {2011 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, {IROS} 2011, San Francisco, CA, USA, September 25-30, 2011},
  pages        = {325--331},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/IROS.2011.6094877},
  doi          = {10.1109/IROS.2011.6094877},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/StulpTKPRS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/TheodorouBS10,
  author       = {Evangelos A. Theodorou and
                  Jonas Buchli and
                  Stefan Schaal},
  title        = {A Generalized Path Integral Control Approach to Reinforcement Learning},
  journal      = {J. Mach. Learn. Res.},
  volume       = {11},
  pages        = {3137--3181},
  year         = {2010},
  url          = {https://dl.acm.org/doi/10.5555/1756006.1953033},
  doi          = {10.5555/1756006.1953033},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/TheodorouBS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amcc/TheodorouTT10,
  author       = {Evangelos A. Theodorou and
                  Yuval Tassa and
                  Emo Todorov},
  title        = {Stochastic Differential Dynamic Programming},
  booktitle    = {American Control Conference, {ACC} 2010, Baltimore, Maryland, USA,
                  June 30 - July 2, 2010},
  pages        = {1125--1132},
  publisher    = {{IEEE}},
  year         = {2010},
  url          = {https://doi.org/10.1109/ACC.2010.5530971},
  doi          = {10.1109/ACC.2010.5530971},
  timestamp    = {Sun, 08 Aug 2021 01:40:56 +0200},
  biburl       = {https://dblp.org/rec/conf/amcc/TheodorouTT10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/humanoids/StulpBTS10,
  author       = {Freek Stulp and
                  Jonas Buchli and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  title        = {Reinforcement learning of full-body humanoid motor skills},
  booktitle    = {10th {IEEE-RAS} International Conference on Humanoid Robots, Humanoids
                  2010, Nashville, TN, USA, December 6-8, 2010},
  pages        = {405--410},
  publisher    = {{IEEE}},
  year         = {2010},
  url          = {https://doi.org/10.1109/ICHR.2010.5686320},
  doi          = {10.1109/ICHR.2010.5686320},
  timestamp    = {Wed, 16 Oct 2019 14:14:50 +0200},
  biburl       = {https://dblp.org/rec/conf/humanoids/StulpBTS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/TheodorouBS10,
  author       = {Evangelos A. Theodorou and
                  Jonas Buchli and
                  Stefan Schaal},
  title        = {Reinforcement learning of motor skills in high dimensions: {A} path
                  integral approach},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2010, Anchorage, Alaska, USA, 3-7 May 2010},
  pages        = {2397--2403},
  publisher    = {{IEEE}},
  year         = {2010},
  url          = {https://doi.org/10.1109/ROBOT.2010.5509336},
  doi          = {10.1109/ROBOT.2010.5509336},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/TheodorouBS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/BuchliTSS10,
  author       = {Jonas Buchli and
                  Evangelos A. Theodorou and
                  Freek Stulp and
                  Stefan Schaal},
  editor       = {Yoky Matsuoka and
                  Hugh F. Durrant{-}Whyte and
                  Jos{\'{e}} Neira},
  title        = {Variable Impedance Control - {A} Reinforcement Learning Approach},
  booktitle    = {Robotics: Science and Systems VI, Universidad de Zaragoza, Zaragoza,
                  Spain, June 27-30, 2010},
  publisher    = {The {MIT} Press},
  year         = {2010},
  url          = {http://www.roboticsproceedings.org/rss06/p20.html},
  doi          = {10.15607/RSS.2010.VI.020},
  timestamp    = {Fri, 29 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/rss/BuchliTSS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/TheodorouBS10a,
  author       = {Evangelos A. Theodorou and
                  Jonas Buchli and
                  Stefan Schaal},
  editor       = {Yee Whye Teh and
                  D. Mike Titterington},
  title        = {Learning Policy Improvements with Path Integrals},
  booktitle    = {Proceedings of the Thirteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2010, Chia Laguna Resort, Sardinia,
                  Italy, May 13-15, 2010},
  series       = {{JMLR} Proceedings},
  volume       = {9},
  pages        = {828--835},
  publisher    = {JMLR.org},
  year         = {2010},
  url          = {http://proceedings.mlr.press/v9/theodorou10a.html},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/TheodorouBS10a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adprl/TheodorouBS09,
  author       = {Evangelos A. Theodorou and
                  Jonas Buchli and
                  Stefan Schaal},
  title        = {Path integral-based stochastic optimal control for rigid body dynamics},
  booktitle    = {{IEEE} Symposium on Adaptive Dynamic Programming and Reinforcement
                  Learning, {ADPRL} 2009, Nashville, TN, USA, March 31 - April 1, 2009},
  pages        = {219--225},
  publisher    = {{IEEE}},
  year         = {2009},
  url          = {https://doi.org/10.1109/ADPRL.2009.4927548},
  doi          = {10.1109/ADPRL.2009.4927548},
  timestamp    = {Wed, 16 Oct 2019 14:14:48 +0200},
  biburl       = {https://dblp.org/rec/conf/adprl/TheodorouBS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/TingTS07,
  author       = {Jo{-}Anne Ting and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  editor       = {Joost N. Kok and
                  Jacek Koronacki and
                  Ram{\'{o}}n L{\'{o}}pez de M{\'{a}}ntaras and
                  Stan Matwin and
                  Dunja Mladenic and
                  Andrzej Skowron},
  title        = {Learning an Outlier-Robust Kalman Filter},
  booktitle    = {Machine Learning: {ECML} 2007, 18th European Conference on Machine
                  Learning, Warsaw, Poland, September 17-21, 2007, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4701},
  pages        = {748--756},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-74958-5\_76},
  doi          = {10.1007/978-3-540-74958-5\_76},
  timestamp    = {Thu, 18 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ecml/TingTS07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/TingTS07,
  author       = {Jo{-}Anne Ting and
                  Evangelos A. Theodorou and
                  Stefan Schaal},
  title        = {A Kalman filter for robust outlier detection},
  booktitle    = {2007 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, October 29 - November 2, 2007, Sheraton Hotel and Marina,
                  San Diego, California, {USA}},
  pages        = {1514--1519},
  publisher    = {{IEEE}},
  year         = {2007},
  url          = {https://doi.org/10.1109/IROS.2007.4399158},
  doi          = {10.1109/IROS.2007.4399158},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/TingTS07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}