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@inproceedings{DBLP:conf/www/DamianouFGNWPL24,
  author       = {Andreas Damianou and
                  Francesco Fabbri and
                  Paul Gigioli and
                  Marco De Nadai and
                  Alice Wang and
                  Enrico Palumbo and
                  Mounia Lalmas},
  editor       = {Tat{-}Seng Chua and
                  Chong{-}Wah Ngo and
                  Roy Ka{-}Wei Lee and
                  Ravi Kumar and
                  Hady W. Lauw},
  title        = {Towards Graph Foundation Models for Personalization},
  booktitle    = {Companion Proceedings of the {ACM} on Web Conference 2024, {WWW} 2024,
                  Singapore, Singapore, May 13-17, 2024},
  pages        = {1798--1802},
  publisher    = {{ACM}},
  year         = {2024},
  url          = {https://doi.org/10.1145/3589335.3651980},
  doi          = {10.1145/3589335.3651980},
  timestamp    = {Fri, 17 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/DamianouFGNWPL24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/NadaiFGWLSKLRGN24,
  author       = {Marco De Nadai and
                  Francesco Fabbri and
                  Paul Gigioli and
                  Alice Wang and
                  Ang Li and
                  Fabrizio Silvestri and
                  Laura Kim and
                  Shawn Lin and
                  Vladan Radosavljevic and
                  Sandeep Ghael and
                  David Nyhan and
                  Hugues Bouchard and
                  Mounia Lalmas and
                  Andreas Damianou},
  editor       = {Tat{-}Seng Chua and
                  Chong{-}Wah Ngo and
                  Roy Ka{-}Wei Lee and
                  Ravi Kumar and
                  Hady W. Lauw},
  title        = {Personalized Audiobook Recommendations at Spotify Through Graph Neural
                  Networks},
  booktitle    = {Companion Proceedings of the {ACM} on Web Conference 2024, {WWW} 2024,
                  Singapore, Singapore, May 13-17, 2024},
  pages        = {403--412},
  publisher    = {{ACM}},
  year         = {2024},
  url          = {https://doi.org/10.1145/3589335.3648339},
  doi          = {10.1145/3589335.3648339},
  timestamp    = {Fri, 17 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/NadaiFGWLSKLRGN24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-05185,
  author       = {Marco De Nadai and
                  Francesco Fabbri and
                  Paul Gigioli and
                  Alice Wang and
                  Ang Li and
                  Fabrizio Silvestri and
                  Laura Kim and
                  Shawn Lin and
                  Vladan Radosavljevic and
                  Sandeep Ghael and
                  David Nyhan and
                  Hugues Bouchard and
                  Mounia Lalmas{-}Roelleke and
                  Andreas Damianou},
  title        = {Personalized Audiobook Recommendations at Spotify Through Graph Neural
                  Networks},
  journal      = {CoRR},
  volume       = {abs/2403.05185},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2403.05185},
  doi          = {10.48550/ARXIV.2403.05185},
  eprinttype    = {arXiv},
  eprint       = {2403.05185},
  timestamp    = {Wed, 03 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2403-05185.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-07478,
  author       = {Andreas Damianou and
                  Francesco Fabbri and
                  Paul Gigioli and
                  Marco De Nadai and
                  Alice Wang and
                  Enrico Palumbo and
                  Mounia Lalmas},
  title        = {Towards Graph Foundation Models for Personalization},
  journal      = {CoRR},
  volume       = {abs/2403.07478},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2403.07478},
  doi          = {10.48550/ARXIV.2403.07478},
  eprinttype    = {arXiv},
  eprint       = {2403.07478},
  timestamp    = {Thu, 04 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2403-07478.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2405-19749,
  author       = {Andrea Bacciu and
                  Enrico Palumbo and
                  Andreas Damianou and
                  Nicola Tonellotto and
                  Fabrizio Silvestri},
  title        = {Generating Query Recommendations via LLMs},
  journal      = {CoRR},
  volume       = {abs/2405.19749},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2405.19749},
  doi          = {10.48550/ARXIV.2405.19749},
  eprinttype    = {arXiv},
  eprint       = {2405.19749},
  timestamp    = {Fri, 21 Jun 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2405-19749.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmpb/FilippouGNED23,
  author       = {Antria Filippou and
                  Andreas Georgiou and
                  Anastasia Nikolaou and
                  Nikolas Evripidou and
                  Christakis Damianou},
  title        = {Advanced software for MRgFUS treatment planning},
  journal      = {Comput. Methods Programs Biomed.},
  volume       = {240},
  pages        = {107726},
  year         = {2023},
  url          = {https://doi.org/10.1016/j.cmpb.2023.107726},
  doi          = {10.1016/J.CMPB.2023.107726},
  timestamp    = {Sat, 14 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/cmpb/FilippouGNED23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/PalumboDWLFFFSB23,
  author       = {Enrico Palumbo and
                  Andreas Damianou and
                  Alice Wang and
                  Alva Liu and
                  Ghazal Fazelnia and
                  Francesco Fabbri and
                  Rui Ferreira and
                  Fabrizio Silvestri and
                  Hugues Bouchard and
                  Claudia Hauff and
                  Mounia Lalmas and
                  Ben Carterette and
                  Praveen Chandar and
                  David Nyhan},
  editor       = {Ingo Frommholz and
                  Frank Hopfgartner and
                  Mark Lee and
                  Michael Oakes and
                  Mounia Lalmas and
                  Min Zhang and
                  Rodrygo L. T. Santos},
  title        = {Graph Learning for Exploratory Query Suggestions in an Instant Search
                  System},
  booktitle    = {Proceedings of the 32nd {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2023, Birmingham, United Kingdom,
                  October 21-25, 2023},
  pages        = {4780--4786},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3583780.3615481},
  doi          = {10.1145/3583780.3615481},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/PalumboDWLFFFSB23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/DamianouLE21,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence and
                  Carl Henrik Ek},
  title        = {Multi-view Learning as a Nonparametric Nonlinear Inter-Battery Factor
                  Analysis},
  journal      = {J. Mach. Learn. Res.},
  volume       = {22},
  pages        = {86:1--86:51},
  year         = {2021},
  url          = {http://jmlr.org/papers/v22/16-179.html},
  timestamp    = {Mon, 31 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/DamianouLE21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/MaddoxTMWD21,
  author       = {Wesley J. Maddox and
                  Shuai Tang and
                  Pablo Garcia Moreno and
                  Andrew Gordon Wilson and
                  Andreas C. Damianou},
  editor       = {Arindam Banerjee and
                  Kenji Fukumizu},
  title        = {Fast Adaptation with Linearized Neural Networks},
  booktitle    = {The 24th International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2021, April 13-15, 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {130},
  pages        = {2737--2745},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v130/maddox21a.html},
  timestamp    = {Tue, 12 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/MaddoxTMWD21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/TonoliniMDM21,
  author       = {Francesco Tonolini and
                  Pablo Garcia Moreno and
                  Andreas C. Damianou and
                  Roderick Murray{-}Smith},
  title        = {Tomographic Auto-Encoder: Unsupervised Bayesian Recovery of Corrupted
                  Data},
  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=YtMG5ex0ou},
  timestamp    = {Thu, 12 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/TonoliniMDM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-01439,
  author       = {Wesley J. Maddox and
                  Shuai Tang and
                  Pablo Garcia Moreno and
                  Andrew Gordon Wilson and
                  Andreas C. Damianou},
  title        = {Fast Adaptation with Linearized Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2103.01439},
  year         = {2021},
  url          = {https://arxiv.org/abs/2103.01439},
  eprinttype    = {arXiv},
  eprint       = {2103.01439},
  timestamp    = {Fri, 05 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2103-01439.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/HuMXSOLD20,
  author       = {Shell Xu Hu and
                  Pablo Garcia Moreno and
                  Yang Xiao and
                  Xi Shen and
                  Guillaume Obozinski and
                  Neil D. Lawrence and
                  Andreas C. Damianou},
  title        = {Empirical Bayes Transductive Meta-Learning with Synthetic Gradients},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=Hkg-xgrYvH},
  timestamp    = {Mon, 04 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/HuMXSOLD20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-11498,
  author       = {Shuai Tang and
                  Wesley J. Maddox and
                  Charlie Dickens and
                  Tom Diethe and
                  Andreas C. Damianou},
  title        = {Similarity of Neural Networks with Gradients},
  journal      = {CoRR},
  volume       = {abs/2003.11498},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.11498},
  eprinttype    = {arXiv},
  eprint       = {2003.11498},
  timestamp    = {Wed, 01 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-11498.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-03499,
  author       = {Benjamin van Niekerk and
                  Andreas C. Damianou and
                  Benjamin Rosman},
  title        = {Online Constrained Model-based Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/2004.03499},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.03499},
  eprinttype    = {arXiv},
  eprint       = {2004.03499},
  timestamp    = {Wed, 08 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-03499.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-12696,
  author       = {Shell Xu Hu and
                  Pablo Garcia Moreno and
                  Yang Xiao and
                  Xi Shen and
                  Guillaume Obozinski and
                  Neil D. Lawrence and
                  Andreas C. Damianou},
  title        = {Empirical Bayes Transductive Meta-Learning with Synthetic Gradients},
  journal      = {CoRR},
  volume       = {abs/2004.12696},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.12696},
  eprinttype    = {arXiv},
  eprint       = {2004.12696},
  timestamp    = {Mon, 04 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-12696.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-16938,
  author       = {Francesco Tonolini and
                  Pablo Garcia Moreno and
                  Andreas C. Damianou and
                  Roderick Murray{-}Smith},
  title        = {Tomographic Auto-Encoder: Unsupervised Bayesian Recovery of Corrupted
                  Data},
  journal      = {CoRR},
  volume       = {abs/2006.16938},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.16938},
  eprinttype    = {arXiv},
  eprint       = {2006.16938},
  timestamp    = {Thu, 12 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-16938.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/AhnHDLD19,
  author       = {Sungsoo Ahn and
                  Shell Xu Hu and
                  Andreas C. Damianou and
                  Neil D. Lawrence and
                  Zhenwen Dai},
  title        = {Variational Information Distillation for Knowledge Transfer},
  booktitle    = {{IEEE} Conference on Computer Vision and Pattern Recognition, {CVPR}
                  2019, Long Beach, CA, USA, June 16-20, 2019},
  pages        = {9163--9171},
  publisher    = {Computer Vision Foundation / {IEEE}},
  year         = {2019},
  url          = {http://openaccess.thecvf.com/content\_CVPR\_2019/html/Ahn\_Variational\_Information\_Distillation\_for\_Knowledge\_Transfer\_CVPR\_2019\_paper.html},
  doi          = {10.1109/CVPR.2019.00938},
  timestamp    = {Mon, 30 Aug 2021 17:01:14 +0200},
  biburl       = {https://dblp.org/rec/conf/cvpr/AhnHDLD19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/FlennerhagMLD19,
  author       = {Sebastian Flennerhag and
                  Pablo Garcia Moreno and
                  Neil D. Lawrence and
                  Andreas C. Damianou},
  title        = {Transferring Knowledge across Learning Processes},
  booktitle    = {7th International Conference on Learning Representations, {ICLR} 2019,
                  New Orleans, LA, USA, May 6-9, 2019},
  publisher    = {OpenReview.net},
  year         = {2019},
  url          = {https://openreview.net/forum?id=HygBZnRctX},
  timestamp    = {Wed, 06 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/FlennerhagMLD19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-07320,
  author       = {Kurt Cutajar and
                  Mark Pullin and
                  Andreas C. Damianou and
                  Neil D. Lawrence and
                  Javier Gonz{\'{a}}lez},
  title        = {Deep Gaussian Processes for Multi-fidelity Modeling},
  journal      = {CoRR},
  volume       = {abs/1903.07320},
  year         = {2019},
  url          = {http://arxiv.org/abs/1903.07320},
  eprinttype    = {arXiv},
  eprint       = {1903.07320},
  timestamp    = {Mon, 29 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1903-07320.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-05835,
  author       = {Sungsoo Ahn and
                  Shell Xu Hu and
                  Andreas C. Damianou and
                  Neil D. Lawrence and
                  Zhenwen Dai},
  title        = {Variational Information Distillation for Knowledge Transfer},
  journal      = {CoRR},
  volume       = {abs/1904.05835},
  year         = {2019},
  url          = {http://arxiv.org/abs/1904.05835},
  eprinttype    = {arXiv},
  eprint       = {1904.05835},
  timestamp    = {Thu, 25 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1904-05835.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-10641,
  author       = {Bharathan Balaji and
                  Jordan Bell{-}Masterson and
                  Enes Bilgin and
                  Andreas C. Damianou and
                  Pablo Moreno Garcia and
                  Arpit Jain and
                  Runfei Luo and
                  Alvaro Maggiar and
                  Balakrishnan Narayanaswamy and
                  Chun Ye},
  title        = {{ORL:} Reinforcement Learning Benchmarks for Online Stochastic Optimization
                  Problems},
  journal      = {CoRR},
  volume       = {abs/1911.10641},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.10641},
  eprinttype    = {arXiv},
  eprint       = {1911.10641},
  timestamp    = {Tue, 03 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-10641.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tamd/Moulin-FrierFPP18,
  author       = {Cl{\'{e}}ment Moulin{-}Frier and
                  Tobias Fischer and
                  Maxime Petit and
                  Gr{\'{e}}goire Pointeau and
                  Jordi{-}Ysard Puigbo and
                  Ugo Pattacini and
                  Sock Ching Low and
                  Daniel Camilleri and
                  Phuong D. H. Nguyen and
                  Matej Hoffmann and
                  Hyung Jin Chang and
                  Martina Zambelli and
                  Anne{-}Laure Mealier and
                  Andreas C. Damianou and
                  Giorgio Metta and
                  Tony J. Prescott and
                  Yiannis Demiris and
                  Peter Ford Dominey and
                  Paul F. M. J. Verschure},
  title        = {DAC-h3: {A} Proactive Robot Cognitive Architecture to Acquire and
                  Express Knowledge About the World and the Self},
  journal      = {{IEEE} Trans. Cogn. Dev. Syst.},
  volume       = {10},
  number       = {4},
  pages        = {1005--1022},
  year         = {2018},
  url          = {https://doi.org/10.1109/TCDS.2017.2754143},
  doi          = {10.1109/TCDS.2017.2754143},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tamd/Moulin-FrierFPP18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/YangDDM18,
  author       = {Jie Yang and
                  Thomas Drake and
                  Andreas C. Damianou and
                  Yoelle Maarek},
  editor       = {Pierre{-}Antoine Champin and
                  Fabien Gandon and
                  Mounia Lalmas and
                  Panagiotis G. Ipeirotis},
  title        = {Leveraging Crowdsourcing Data for Deep Active Learning An Application:
                  Learning Intents in Alexa},
  booktitle    = {Proceedings of the 2018 World Wide Web Conference on World Wide Web,
                  {WWW} 2018, Lyon, France, April 23-27, 2018},
  pages        = {23--32},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3178876.3186033},
  doi          = {10.1145/3178876.3186033},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/www/YangDDM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-04223,
  author       = {Jie Yang and
                  Thomas Drake and
                  Andreas C. Damianou and
                  Yoelle Maarek},
  title        = {Leveraging Crowdsourcing Data For Deep Active Learning - An Application:
                  Learning Intents in Alexa},
  journal      = {CoRR},
  volume       = {abs/1803.04223},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.04223},
  eprinttype    = {arXiv},
  eprint       = {1803.04223},
  timestamp    = {Sat, 09 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-04223.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-01655,
  author       = {Vinayak Kumar and
                  Vaibhav Singh and
                  P. K. Srijith and
                  Andreas C. Damianou},
  title        = {Deep Gaussian Processes with Convolutional Kernels},
  journal      = {CoRR},
  volume       = {abs/1806.01655},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.01655},
  eprinttype    = {arXiv},
  eprint       = {1806.01655},
  timestamp    = {Mon, 22 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-01655.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-01054,
  author       = {Sebastian Flennerhag and
                  Pablo Garcia Moreno and
                  Neil D. Lawrence and
                  Andreas C. Damianou},
  title        = {Transferring Knowledge across Learning Processes},
  journal      = {CoRR},
  volume       = {abs/1812.01054},
  year         = {2018},
  url          = {http://arxiv.org/abs/1812.01054},
  eprinttype    = {arXiv},
  eprint       = {1812.01054},
  timestamp    = {Wed, 06 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1812-01054.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GonzalezDDL17,
  author       = {Javier Gonz{\'{a}}lez and
                  Zhenwen Dai and
                  Andreas C. Damianou and
                  Neil D. Lawrence},
  editor       = {Doina Precup and
                  Yee Whye Teh},
  title        = {Preferential Bayesian Optimization},
  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        = {1282--1291},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v70/gonzalez17a.html},
  timestamp    = {Mon, 29 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/GonzalezDDL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/JinDAS17,
  author       = {Ming Jin and
                  Andreas C. Damianou and
                  Pieter Abbeel and
                  Costas J. Spanos},
  editor       = {Gal Elidan and
                  Kristian Kersting and
                  Alexander Ihler},
  title        = {Inverse Reinforcement Learning via Deep Gaussian Process},
  booktitle    = {Proceedings of the Thirty-Third Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2017, Sydney, Australia, August 11-15, 2017},
  publisher    = {{AUAI} Press},
  year         = {2017},
  url          = {http://auai.org/uai2017/proceedings/papers/48.pdf},
  timestamp    = {Mon, 05 Dec 2022 15:54:38 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/JinDAS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/NiekerkDR17,
  author       = {Benjamin van Niekerk and
                  Andreas C. Damianou and
                  Benjamin Rosman},
  editor       = {Gal Elidan and
                  Kristian Kersting and
                  Alexander Ihler},
  title        = {Online Constrained Model-based Reinforcement Learning},
  booktitle    = {Proceedings of the Thirty-Third Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2017, Sydney, Australia, August 11-15, 2017},
  publisher    = {{AUAI} Press},
  year         = {2017},
  url          = {http://auai.org/uai2017/proceedings/papers/276.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/NiekerkDR17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DamianouLE17,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence and
                  Carl Henrik Ek},
  title        = {Manifold Alignment Determination: finding correspondences across different
                  data views},
  journal      = {CoRR},
  volume       = {abs/1701.03449},
  year         = {2017},
  url          = {http://arxiv.org/abs/1701.03449},
  eprinttype    = {arXiv},
  eprint       = {1701.03449},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DamianouLE17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Moulin-FrierFPP17,
  author       = {Cl{\'{e}}ment Moulin{-}Frier and
                  Tobias Fischer and
                  Maxime Petit and
                  Gr{\'{e}}goire Pointeau and
                  Jordi{-}Ysard Puigbo and
                  Ugo Pattacini and
                  Sock Ching Low and
                  Daniel Camilleri and
                  Phuong D. H. Nguyen and
                  Matej Hoffmann and
                  Hyung Jin Chang and
                  Martina Zambelli and
                  Anne{-}Laure Mealier and
                  Andreas C. Damianou and
                  Giorgio Metta and
                  Tony J. Prescott and
                  Yiannis Demiris and
                  Peter Ford Dominey and
                  Paul F. M. J. Verschure},
  title        = {DAC-h3: {A} Proactive Robot Cognitive Architecture to Acquire and
                  Express Knowledge About the World and the Self},
  journal      = {CoRR},
  volume       = {abs/1706.03661},
  year         = {2017},
  url          = {http://arxiv.org/abs/1706.03661},
  eprinttype    = {arXiv},
  eprint       = {1706.03661},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/Moulin-FrierFPP17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/DamianouTL16,
  author       = {Andreas C. Damianou and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Variational Inference for Latent Variables and Uncertain Inputs in
                  Gaussian Processes},
  journal      = {J. Mach. Learn. Res.},
  volume       = {17},
  pages        = {42:1--42:62},
  year         = {2016},
  url          = {http://jmlr.org/papers/v17/damianou16a.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/DamianouTL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/BekirogluDDSKE16,
  author       = {Yasemin Bekiroglu and
                  Andreas C. Damianou and
                  Renaud Detry and
                  Johannes A. Stork and
                  Danica Kragic and
                  Carl Henrik Ek},
  editor       = {Danica Kragic and
                  Antonio Bicchi and
                  Alessandro De Luca},
  title        = {Probabilistic consolidation of grasp experience},
  booktitle    = {2016 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2016, Stockholm, Sweden, May 16-21, 2016},
  pages        = {193--200},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICRA.2016.7487133},
  doi          = {10.1109/ICRA.2016.7487133},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icra/BekirogluDDSKE16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lm/CamilleriDJLP16,
  author       = {Daniel Camilleri and
                  Andreas C. Damianou and
                  Harry Jackson and
                  Neil D. Lawrence and
                  Tony J. Prescott},
  editor       = {Nathan F. Lepora and
                  Anna Mura and
                  Michael Mangan and
                  Paul F. M. J. Verschure and
                  Marc P. Y. Desmulliez and
                  Tony J. Prescott},
  title        = {iCub Visual Memory Inspector: Visualising the iCub's Thoughts},
  booktitle    = {Biomimetic and Biohybrid Systems - 5th International Conference, Living
                  Machines 2016, Edinburgh, UK, July 19-22, 2016. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9793},
  pages        = {48--57},
  publisher    = {Springer},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-42417-0\_5},
  doi          = {10.1007/978-3-319-42417-0\_5},
  timestamp    = {Sun, 25 Oct 2020 22:45:09 +0100},
  biburl       = {https://dblp.org/rec/conf/lm/CamilleriDJLP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/robio/Martinez-Hernandez16,
  author       = {Uriel Martinez{-}Hernandez and
                  Andreas C. Damianou and
                  Daniel Camilleri and
                  Luke W. Boorman and
                  Neil D. Lawrence and
                  Tony J. Prescott},
  title        = {An integrated probabilistic framework for robot perception, learning
                  and memory},
  booktitle    = {2016 {IEEE} International Conference on Robotics and Biomimetics,
                  {ROBIO} 2016, Qingdao, China, December 3-7, 2016},
  pages        = {1796--1801},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ROBIO.2016.7866589},
  doi          = {10.1109/ROBIO.2016.7866589},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/robio/Martinez-Hernandez16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/taros/CamilleriBMDP16,
  author       = {Daniel Camilleri and
                  Luke W. Boorman and
                  Uriel Martinez{-}Hernandez and
                  Andreas C. Damianou and
                  Tony J. Prescott},
  editor       = {Lyuba Alboul and
                  Dana D. Damian and
                  Jonathan M. Aitken},
  title        = {A Bioinspired Approach to Vision},
  booktitle    = {Towards Autonomous Robotic Systems - 17th Annual Conference, {TAROS}
                  2016, Sheffield, UK, June 26 - July 1, 2016, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9716},
  pages        = {40--52},
  publisher    = {Springer},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-40379-3\_5},
  doi          = {10.1007/978-3-319-40379-3\_5},
  timestamp    = {Mon, 03 Jan 2022 22:19:33 +0100},
  biburl       = {https://dblp.org/rec/conf/taros/CamilleriBMDP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/corr/DaiDGL15,
  author       = {Zhenwen Dai and
                  Andreas C. Damianou and
                  Javier Gonz{\'{a}}lez and
                  Neil D. Lawrence},
  editor       = {Yoshua Bengio and
                  Yann LeCun},
  title        = {Variational Auto-encoded Deep Gaussian Processes},
  booktitle    = {4th International Conference on Learning Representations, {ICLR} 2016,
                  San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings},
  year         = {2016},
  url          = {http://arxiv.org/abs/1511.06455},
  timestamp    = {Mon, 29 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/DaiDGL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/corr/MattosDDFBL15,
  author       = {C{\'{e}}sar Lincoln C. Mattos and
                  Zhenwen Dai and
                  Andreas C. Damianou and
                  Jeremy Forth and
                  Guilherme A. Barreto and
                  Neil D. Lawrence},
  editor       = {Yoshua Bengio and
                  Yann LeCun},
  title        = {Recurrent Gaussian Processes},
  booktitle    = {4th International Conference on Learning Representations, {ICLR} 2016,
                  San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings},
  year         = {2016},
  url          = {http://arxiv.org/abs/1511.06644},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MattosDDFBL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DamianouLE16,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence and
                  Carl Henrik Ek},
  title        = {Multi-view Learning as a Nonparametric Nonlinear Inter-Battery Factor
                  Analysis},
  journal      = {CoRR},
  volume       = {abs/1604.04939},
  year         = {2016},
  url          = {http://arxiv.org/abs/1604.04939},
  eprinttype    = {arXiv},
  eprint       = {1604.04939},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DamianouLE16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lm/BoormanDMP15,
  author       = {Luke W. Boorman and
                  Andreas C. Damianou and
                  Uriel Martinez{-}Hernandez and
                  Tony J. Prescott},
  editor       = {Stuart P. Wilson and
                  Paul F. M. J. Verschure and
                  Anna Mura and
                  Tony J. Prescott},
  title        = {Extending a Hippocampal Model for Navigation Around a Maze Generated
                  from Real-World Data},
  booktitle    = {Biomimetic and Biohybrid Systems - 4th International Conference, Living
                  Machines 2015, Barcelona, Spain, July 28 - 31, 2015, Proceedings,
                  1st Edition},
  series       = {Lecture Notes in Computer Science},
  volume       = {9222},
  pages        = {441--452},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-22979-9\_44},
  doi          = {10.1007/978-3-319-22979-9\_44},
  timestamp    = {Sun, 25 Oct 2020 22:45:08 +0100},
  biburl       = {https://dblp.org/rec/conf/lm/BoormanDMP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lm/DamianouEBLP15,
  author       = {Andreas C. Damianou and
                  Carl Henrik Ek and
                  Luke Boorman and
                  Neil D. Lawrence and
                  Tony J. Prescott},
  editor       = {Stuart P. Wilson and
                  Paul F. M. J. Verschure and
                  Anna Mura and
                  Tony J. Prescott},
  title        = {A Top-Down Approach for a Synthetic Autobiographical Memory System},
  booktitle    = {Biomimetic and Biohybrid Systems - 4th International Conference, Living
                  Machines 2015, Barcelona, Spain, July 28 - 31, 2015, Proceedings,
                  1st Edition},
  series       = {Lecture Notes in Computer Science},
  volume       = {9222},
  pages        = {280--292},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-22979-9\_28},
  doi          = {10.1007/978-3-319-22979-9\_28},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/lm/DamianouEBLP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/DamianouL15,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence},
  editor       = {Marina Meila and
                  Tom Heskes},
  title        = {Semi-described and semi-supervised learning with Gaussian processes},
  booktitle    = {Proceedings of the Thirty-First Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2015, July 12-16, 2015, Amsterdam, The Netherlands},
  pages        = {228--237},
  publisher    = {{AUAI} Press},
  year         = {2015},
  url          = {http://auai.org/uai2015/proceedings/papers/226.pdf},
  timestamp    = {Thu, 12 Mar 2020 11:31:09 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/DamianouL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DamianouL15,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence},
  title        = {Semi-described and semi-supervised learning with Gaussian processes},
  journal      = {CoRR},
  volume       = {abs/1509.01168},
  year         = {2015},
  url          = {http://arxiv.org/abs/1509.01168},
  eprinttype    = {arXiv},
  eprint       = {1509.01168},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DamianouL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/VasishtDVK14,
  author       = {Deepak Vasisht and
                  Andreas C. Damianou and
                  Manik Varma and
                  Ashish Kapoor},
  editor       = {Sofus A. Macskassy and
                  Claudia Perlich and
                  Jure Leskovec and
                  Wei Wang and
                  Rayid Ghani},
  title        = {Active learning for sparse bayesian multilabel classification},
  booktitle    = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
                  2014},
  pages        = {472--481},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2623330.2623759},
  doi          = {10.1145/2623330.2623759},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/VasishtDVK14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DaiDHL14,
  author       = {Zhenwen Dai and
                  Andreas C. Damianou and
                  James Hensman and
                  Neil D. Lawrence},
  title        = {Gaussian Process Models with Parallelization and {GPU} acceleration},
  journal      = {CoRR},
  volume       = {abs/1410.4984},
  year         = {2014},
  url          = {http://arxiv.org/abs/1410.4984},
  eprinttype    = {arXiv},
  eprint       = {1410.4984},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DaiDHL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DamianouTL14,
  author       = {Andreas C. Damianou and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Variational Inference for Uncertainty on the Inputs of Gaussian Process
                  Models},
  journal      = {CoRR},
  volume       = {abs/1409.2287},
  year         = {2014},
  url          = {http://arxiv.org/abs/1409.2287},
  eprinttype    = {arXiv},
  eprint       = {1409.2287},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DamianouTL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/DamianouL13,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence},
  title        = {Deep Gaussian Processes},
  booktitle    = {Proceedings of the Sixteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2013, Scottsdale, AZ, USA,
                  April 29 - May 1, 2013},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {31},
  pages        = {207--215},
  publisher    = {JMLR.org},
  year         = {2013},
  url          = {http://proceedings.mlr.press/v31/damianou13a.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/DamianouL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DamianouETL12,
  author       = {Andreas C. Damianou and
                  Carl Henrik Ek and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Manifold Relevance Determination},
  booktitle    = {Proceedings of the 29th International Conference on Machine Learning,
                  {ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
  publisher    = {icml.cc / Omnipress},
  year         = {2012},
  url          = {http://icml.cc/2012/papers/94.pdf},
  timestamp    = {Wed, 03 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/DamianouETL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-4610,
  author       = {Andreas C. Damianou and
                  Carl Henrik Ek and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Manifold Relevance Determination},
  journal      = {CoRR},
  volume       = {abs/1206.4610},
  year         = {2012},
  url          = {http://arxiv.org/abs/1206.4610},
  eprinttype    = {arXiv},
  eprint       = {1206.4610},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1206-4610.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1211-0358,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence},
  title        = {Deep Gaussian Processes},
  journal      = {CoRR},
  volume       = {abs/1211.0358},
  year         = {2012},
  url          = {http://arxiv.org/abs/1211.0358},
  eprinttype    = {arXiv},
  eprint       = {1211.0358},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1211-0358.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DamianouTL11,
  author       = {Andreas C. Damianou and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  editor       = {John Shawe{-}Taylor and
                  Richard S. Zemel and
                  Peter L. Bartlett and
                  Fernando C. N. Pereira and
                  Kilian Q. Weinberger},
  title        = {Variational Gaussian Process Dynamical Systems},
  booktitle    = {Advances in Neural Information Processing Systems 24: 25th Annual
                  Conference on Neural Information Processing Systems 2011. Proceedings
                  of a meeting held 12-14 December 2011, Granada, Spain},
  pages        = {2510--2518},
  year         = {2011},
  url          = {https://proceedings.neurips.cc/paper/2011/hash/af4732711661056eadbf798ba191272a-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/DamianouTL11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1107-4985,
  author       = {Andreas C. Damianou and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Variational Gaussian Process Dynamical Systems},
  journal      = {CoRR},
  volume       = {abs/1107.4985},
  year         = {2011},
  url          = {http://arxiv.org/abs/1107.4985},
  eprinttype    = {arXiv},
  eprint       = {1107.4985},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1107-4985.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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