BibTeX records: Andriy Mnih

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@inproceedings{DBLP:conf/icml/GeffnerPM23,
  author       = {Tomas Geffner and
                  George Papamakarios and
                  Andriy Mnih},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Compositional Score Modeling for Simulation-Based Inference},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {11098--11116},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/geffner23a.html},
  timestamp    = {Mon, 28 Aug 2023 17:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/GeffnerPM23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-14249,
  author       = {Tomas Geffner and
                  George Papamakarios and
                  Andriy Mnih},
  title        = {Score Modeling for Simulation-based Inference},
  journal      = {CoRR},
  volume       = {abs/2209.14249},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.14249},
  doi          = {10.48550/ARXIV.2209.14249},
  eprinttype    = {arXiv},
  eprint       = {2209.14249},
  timestamp    = {Thu, 06 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-14249.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BauerM21,
  author       = {Matthias Bauer and
                  Andriy Mnih},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Generalized Doubly Reparameterized Gradient Estimators},
  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        = {738--747},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/bauer21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BauerM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KimPM21,
  author       = {Hyunjik Kim and
                  George Papamakarios and
                  Andriy Mnih},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {The Lipschitz Constant of Self-Attention},
  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        = {5562--5571},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/kim21i.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KimPM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DongMT21,
  author       = {Zhe Dong and
                  Andriy Mnih and
                  George Tucker},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Coupled Gradient Estimators for Discrete Latent Variables},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {24498--24508},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/cd0b43eac0392accf3624b7372dec36e-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/DongMT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-11046,
  author       = {Matthias Bauer and
                  Andriy Mnih},
  title        = {Generalized Doubly Reparameterized Gradient Estimators},
  journal      = {CoRR},
  volume       = {abs/2101.11046},
  year         = {2021},
  url          = {https://arxiv.org/abs/2101.11046},
  eprinttype    = {arXiv},
  eprint       = {2101.11046},
  timestamp    = {Sun, 31 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2101-11046.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-08056,
  author       = {Zhe Dong and
                  Andriy Mnih and
                  George Tucker},
  title        = {Coupled Gradient Estimators for Discrete Latent Variables},
  journal      = {CoRR},
  volume       = {abs/2106.08056},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.08056},
  eprinttype    = {arXiv},
  eprint       = {2106.08056},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-08056.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-11817,
  author       = {Wouter Kool and
                  Chris J. Maddison and
                  Andriy Mnih},
  title        = {Unbiased Gradient Estimation with Balanced Assignments for Mixtures
                  of Experts},
  journal      = {CoRR},
  volume       = {abs/2109.11817},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.11817},
  eprinttype    = {arXiv},
  eprint       = {2109.11817},
  timestamp    = {Mon, 27 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-11817.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MohamedRFM20,
  author       = {Shakir Mohamed and
                  Mihaela Rosca and
                  Michael Figurnov and
                  Andriy Mnih},
  title        = {Monte Carlo Gradient Estimation in Machine Learning},
  journal      = {J. Mach. Learn. Res.},
  volume       = {21},
  pages        = {132:1--132:62},
  year         = {2020},
  url          = {http://jmlr.org/papers/v21/19-346.html},
  timestamp    = {Wed, 18 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/MohamedRFM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ShiTM20,
  author       = {Jiaxin Shi and
                  Michalis K. Titsias and
                  Andriy Mnih},
  editor       = {Silvia Chiappa and
                  Roberto Calandra},
  title        = {Sparse Orthogonal Variational Inference for Gaussian Processes},
  booktitle    = {The 23rd International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
  series       = {Proceedings of Machine Learning Research},
  volume       = {108},
  pages        = {1932--1942},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v108/shi20b.html},
  timestamp    = {Mon, 29 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/ShiTM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DongMT20,
  author       = {Zhe Dong and
                  Andriy Mnih and
                  George Tucker},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {DisARM: An Antithetic Gradient Estimator for Binary Latent Variables},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/d880e783834172e5ebd1868d84463d93-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/DongMT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-08116,
  author       = {Tom Van de Wiele and
                  David Warde{-}Farley and
                  Andriy Mnih and
                  Volodymyr Mnih},
  title        = {Q-Learning in enormous action spaces via amortized approximate maximization},
  journal      = {CoRR},
  volume       = {abs/2001.08116},
  year         = {2020},
  url          = {https://arxiv.org/abs/2001.08116},
  eprinttype    = {arXiv},
  eprint       = {2001.08116},
  timestamp    = {Fri, 24 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2001-08116.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-04710,
  author       = {Hyunjik Kim and
                  George Papamakarios and
                  Andriy Mnih},
  title        = {The Lipschitz Constant of Self-Attention},
  journal      = {CoRR},
  volume       = {abs/2006.04710},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.04710},
  eprinttype    = {arXiv},
  eprint       = {2006.04710},
  timestamp    = {Fri, 12 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-04710.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-10680,
  author       = {Zhe Dong and
                  Andriy Mnih and
                  George Tucker},
  title        = {DisARM: An Antithetic Gradient Estimator for Binary Latent Variables},
  journal      = {CoRR},
  volume       = {abs/2006.10680},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.10680},
  eprinttype    = {arXiv},
  eprint       = {2006.10680},
  timestamp    = {Tue, 23 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-10680.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/BauerM19,
  author       = {Matthias Bauer and
                  Andriy Mnih},
  editor       = {Kamalika Chaudhuri and
                  Masashi Sugiyama},
  title        = {Resampled Priors for Variational Autoencoders},
  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        = {66--75},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v89/bauer19a.html},
  timestamp    = {Fri, 07 Jun 2019 09:03:47 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/BauerM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/KimMSGERVT19,
  author       = {Hyunjik Kim and
                  Andriy Mnih and
                  Jonathan Schwarz and
                  Marta Garnelo and
                  S. M. Ali Eslami and
                  Dan Rosenbaum and
                  Oriol Vinyals and
                  Yee Whye Teh},
  title        = {Attentive Neural 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=SkE6PjC9KX},
  timestamp    = {Thu, 25 Jul 2019 13:03:15 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/KimMSGERVT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-05761,
  author       = {Hyunjik Kim and
                  Andriy Mnih and
                  Jonathan Schwarz and
                  Marta Garnelo and
                  S. M. Ali Eslami and
                  Dan Rosenbaum and
                  Oriol Vinyals and
                  Yee Whye Teh},
  title        = {Attentive Neural Processes},
  journal      = {CoRR},
  volume       = {abs/1901.05761},
  year         = {2019},
  url          = {http://arxiv.org/abs/1901.05761},
  eprinttype    = {arXiv},
  eprint       = {1901.05761},
  timestamp    = {Fri, 01 Feb 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1901-05761.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-10652,
  author       = {Shakir Mohamed and
                  Mihaela Rosca and
                  Michael Figurnov and
                  Andriy Mnih},
  title        = {Monte Carlo Gradient Estimation in Machine Learning},
  journal      = {CoRR},
  volume       = {abs/1906.10652},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.10652},
  eprinttype    = {arXiv},
  eprint       = {1906.10652},
  timestamp    = {Fri, 28 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-10652.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-10596,
  author       = {Jiaxin Shi and
                  Michalis K. Titsias and
                  Andriy Mnih},
  title        = {Sparse Orthogonal Variational Inference for Gaussian Processes},
  journal      = {CoRR},
  volume       = {abs/1910.10596},
  year         = {2019},
  url          = {http://arxiv.org/abs/1910.10596},
  eprinttype    = {arXiv},
  eprint       = {1910.10596},
  timestamp    = {Fri, 25 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1910-10596.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KimM18,
  author       = {Hyunjik Kim and
                  Andriy Mnih},
  editor       = {Jennifer G. Dy and
                  Andreas Krause},
  title        = {Disentangling by Factorising},
  booktitle    = {Proceedings of the 35th International Conference on Machine Learning,
                  {ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
                  10-15, 2018},
  series       = {Proceedings of Machine Learning Research},
  volume       = {80},
  pages        = {2654--2663},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v80/kim18b.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:30 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KimM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/FigurnovMM18,
  author       = {Mikhail Figurnov and
                  Shakir Mohamed and
                  Andriy Mnih},
  editor       = {Samy Bengio and
                  Hanna M. Wallach and
                  Hugo Larochelle and
                  Kristen Grauman and
                  Nicol{\`{o}} Cesa{-}Bianchi and
                  Roman Garnett},
  title        = {Implicit Reparameterization Gradients},
  booktitle    = {Advances in Neural Information Processing Systems 31: Annual Conference
                  on Neural Information Processing Systems 2018, NeurIPS 2018, December
                  3-8, 2018, Montr{\'{e}}al, Canada},
  pages        = {439--450},
  year         = {2018},
  url          = {https://proceedings.neurips.cc/paper/2018/hash/92c8c96e4c37100777c7190b76d28233-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/FigurnovMM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-05983,
  author       = {Hyunjik Kim and
                  Andriy Mnih},
  title        = {Disentangling by Factorising},
  journal      = {CoRR},
  volume       = {abs/1802.05983},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.05983},
  eprinttype    = {arXiv},
  eprint       = {1802.05983},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-05983.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-08498,
  author       = {Michael Figurnov and
                  Shakir Mohamed and
                  Andriy Mnih},
  title        = {Implicit Reparameterization Gradients},
  journal      = {CoRR},
  volume       = {abs/1805.08498},
  year         = {2018},
  url          = {http://arxiv.org/abs/1805.08498},
  eprinttype    = {arXiv},
  eprint       = {1805.08498},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1805-08498.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-11428,
  author       = {Matthias Bauer and
                  Andriy Mnih},
  title        = {Resampled Priors for Variational Autoencoders},
  journal      = {CoRR},
  volume       = {abs/1810.11428},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.11428},
  eprinttype    = {arXiv},
  eprint       = {1810.11428},
  timestamp    = {Thu, 01 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-11428.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MaddisonLTHDMT17,
  author       = {Chris J. Maddison and
                  Dieterich Lawson and
                  George Tucker and
                  Nicolas Heess and
                  Arnaud Doucet and
                  Andriy Mnih and
                  Yee Whye Teh},
  title        = {Particle Value Functions},
  booktitle    = {5th International Conference on Learning Representations, {ICLR} 2017,
                  Toulon, France, April 24-26, 2017, Workshop Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2017},
  url          = {https://openreview.net/forum?id=BJyBKyHKg},
  timestamp    = {Thu, 04 Apr 2019 13:20:08 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/MaddisonLTHDMT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MaddisonMT17,
  author       = {Chris J. Maddison and
                  Andriy Mnih and
                  Yee Whye Teh},
  title        = {The Concrete Distribution: {A} Continuous Relaxation of Discrete Random
                  Variables},
  booktitle    = {5th International Conference on Learning Representations, {ICLR} 2017,
                  Toulon, France, April 24-26, 2017, Conference Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2017},
  url          = {https://openreview.net/forum?id=S1jE5L5gl},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/MaddisonMT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/TuckerMMS17,
  author       = {George Tucker and
                  Andriy Mnih and
                  Chris J. Maddison and
                  Jascha Sohl{-}Dickstein},
  title        = {{REBAR:} Low-variance, unbiased gradient estimates for discrete latent
                  variable models},
  booktitle    = {5th International Conference on Learning Representations, {ICLR} 2017,
                  Toulon, France, April 24-26, 2017, Workshop Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2017},
  url          = {https://openreview.net/forum?id=ryBDyehOl},
  timestamp    = {Thu, 04 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/TuckerMMS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TuckerMMLS17,
  author       = {George Tucker and
                  Andriy Mnih and
                  Chris J. Maddison and
                  Dieterich Lawson and
                  Jascha Sohl{-}Dickstein},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {{REBAR:} Low-variance, unbiased gradient estimates for discrete latent
                  variable models},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {2627--2636},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/ebd6d2f5d60ff9afaeda1a81fc53e2d0-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 13:58:27 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/TuckerMMLS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BornscheinMZR17,
  author       = {J{\"{o}}rg Bornschein and
                  Andriy Mnih and
                  Daniel Zoran and
                  Danilo Jimenez Rezende},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {Variational Memory Addressing in Generative Models},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {3920--3929},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/3937230de3c8041e4da6ac3246a888e8-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/BornscheinMZR17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MaddisonLTHNMDT17,
  author       = {Chris J. Maddison and
                  Dieterich Lawson and
                  George Tucker and
                  Nicolas Heess and
                  Mohammad Norouzi and
                  Andriy Mnih and
                  Arnaud Doucet and
                  Yee Whye Teh},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {Filtering Variational Objectives},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {6573--6583},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/fa84632d742f2729dc32ce8cb5d49733-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/MaddisonLTHNMDT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MaddisonLTHDMT17,
  author       = {Chris J. Maddison and
                  Dieterich Lawson and
                  George Tucker and
                  Nicolas Heess and
                  Arnaud Doucet and
                  Andriy Mnih and
                  Yee Whye Teh},
  title        = {Particle Value Functions},
  journal      = {CoRR},
  volume       = {abs/1703.05820},
  year         = {2017},
  url          = {http://arxiv.org/abs/1703.05820},
  eprinttype    = {arXiv},
  eprint       = {1703.05820},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MaddisonLTHDMT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/TuckerMMS17,
  author       = {George Tucker and
                  Andriy Mnih and
                  Chris J. Maddison and
                  Jascha Sohl{-}Dickstein},
  title        = {{REBAR:} Low-variance, unbiased gradient estimates for discrete latent
                  variable models},
  journal      = {CoRR},
  volume       = {abs/1703.07370},
  year         = {2017},
  url          = {http://arxiv.org/abs/1703.07370},
  eprinttype    = {arXiv},
  eprint       = {1703.07370},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/TuckerMMS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MaddisonLTHNMDT17,
  author       = {Chris J. Maddison and
                  Dieterich Lawson and
                  George Tucker and
                  Nicolas Heess and
                  Mohammad Norouzi and
                  Andriy Mnih and
                  Arnaud Doucet and
                  Yee Whye Teh},
  title        = {Filtering Variational Objectives},
  journal      = {CoRR},
  volume       = {abs/1705.09279},
  year         = {2017},
  url          = {http://arxiv.org/abs/1705.09279},
  eprinttype    = {arXiv},
  eprint       = {1705.09279},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MaddisonLTHNMDT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-07116,
  author       = {J{\"{o}}rg Bornschein and
                  Andriy Mnih and
                  Daniel Zoran and
                  Danilo Jimenez Rezende},
  title        = {Variational Memory Addressing in Generative Models},
  journal      = {CoRR},
  volume       = {abs/1709.07116},
  year         = {2017},
  url          = {http://arxiv.org/abs/1709.07116},
  eprinttype    = {arXiv},
  eprint       = {1709.07116},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1709-07116.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MnihR16,
  author       = {Andriy Mnih and
                  Danilo Jimenez Rezende},
  editor       = {Maria{-}Florina Balcan and
                  Kilian Q. Weinberger},
  title        = {Variational Inference for Monte Carlo Objectives},
  booktitle    = {Proceedings of the 33nd International Conference on Machine Learning,
                  {ICML} 2016, New York City, NY, USA, June 19-24, 2016},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {48},
  pages        = {2188--2196},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v48/mnihb16.html},
  timestamp    = {Wed, 29 May 2019 08:41:46 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MnihR16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/corr/GuLSM15,
  author       = {Shixiang Gu and
                  Sergey Levine and
                  Ilya Sutskever and
                  Andriy Mnih},
  editor       = {Yoshua Bengio and
                  Yann LeCun},
  title        = {MuProp: Unbiased Backpropagation for Stochastic Neural Networks},
  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/1511.05176},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/GuLSM15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MnihR16,
  author       = {Andriy Mnih and
                  Danilo Jimenez Rezende},
  title        = {Variational inference for Monte Carlo objectives},
  journal      = {CoRR},
  volume       = {abs/1602.06725},
  year         = {2016},
  url          = {http://arxiv.org/abs/1602.06725},
  eprinttype    = {arXiv},
  eprint       = {1602.06725},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MnihR16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MaddisonMT16,
  author       = {Chris J. Maddison and
                  Andriy Mnih and
                  Yee Whye Teh},
  title        = {The Concrete Distribution: {A} Continuous Relaxation of Discrete Random
                  Variables},
  journal      = {CoRR},
  volume       = {abs/1611.00712},
  year         = {2016},
  url          = {http://arxiv.org/abs/1611.00712},
  eprinttype    = {arXiv},
  eprint       = {1611.00712},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MaddisonMT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GregorDMBW14,
  author       = {Karol Gregor and
                  Ivo Danihelka and
                  Andriy Mnih and
                  Charles Blundell and
                  Daan Wierstra},
  title        = {Deep AutoRegressive Networks},
  booktitle    = {Proceedings of the 31th International Conference on Machine Learning,
                  {ICML} 2014, Beijing, China, 21-26 June 2014},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {32},
  pages        = {1242--1250},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v32/gregor14.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/GregorDMBW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MnihG14,
  author       = {Andriy Mnih and
                  Karol Gregor},
  title        = {Neural Variational Inference and Learning in Belief Networks},
  booktitle    = {Proceedings of the 31th International Conference on Machine Learning,
                  {ICML} 2014, Beijing, China, 21-26 June 2014},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {32},
  pages        = {1791--1799},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v32/mnih14.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MnihG14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MnihG14,
  author       = {Andriy Mnih and
                  Karol Gregor},
  title        = {Neural Variational Inference and Learning in Belief Networks},
  journal      = {CoRR},
  volume       = {abs/1402.0030},
  year         = {2014},
  url          = {http://arxiv.org/abs/1402.0030},
  eprinttype    = {arXiv},
  eprint       = {1402.0030},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MnihG14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MnihK13,
  author       = {Andriy Mnih and
                  Koray Kavukcuoglu},
  editor       = {Christopher J. C. Burges and
                  L{\'{e}}on Bottou and
                  Zoubin Ghahramani and
                  Kilian Q. Weinberger},
  title        = {Learning word embeddings efficiently with noise-contrastive estimation},
  booktitle    = {Advances in Neural Information Processing Systems 26: 27th Annual
                  Conference on Neural Information Processing Systems 2013. Proceedings
                  of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
  pages        = {2265--2273},
  year         = {2013},
  url          = {https://proceedings.neurips.cc/paper/2013/hash/db2b4182156b2f1f817860ac9f409ad7-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MnihK13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GregorMW13,
  author       = {Karol Gregor and
                  Andriy Mnih and
                  Daan Wierstra},
  title        = {Deep AutoRegressive Networks},
  journal      = {CoRR},
  volume       = {abs/1310.8499},
  year         = {2013},
  url          = {http://arxiv.org/abs/1310.8499},
  eprinttype    = {arXiv},
  eprint       = {1310.8499},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/GregorMW13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MnihT12,
  author       = {Andriy Mnih and
                  Yee Whye Teh},
  title        = {A fast and simple algorithm for training neural probabilistic language
                  models},
  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/855.pdf},
  timestamp    = {Wed, 03 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MnihT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MnihT12,
  author       = {Andriy Mnih and
                  Yee Whye Teh},
  editor       = {Peter L. Bartlett and
                  Fernando C. N. Pereira and
                  Christopher J. C. Burges and
                  L{\'{e}}on Bottou and
                  Kilian Q. Weinberger},
  title        = {Learning Label Trees for Probabilistic Modelling of Implicit Feedback},
  booktitle    = {Advances in Neural Information Processing Systems 25: 26th Annual
                  Conference on Neural Information Processing Systems 2012. Proceedings
                  of a meeting held December 3-6, 2012, Lake Tahoe, Nevada, United States},
  pages        = {2825--2833},
  year         = {2012},
  url          = {https://proceedings.neurips.cc/paper/2012/hash/0829424ffa0d3a2547b6c9622c77de03-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MnihT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/Mnih12,
  author       = {Andriy Mnih},
  editor       = {Gideon Dror and
                  Yehuda Koren and
                  Markus Weimer},
  title        = {Taxonomy-Informed Latent Factor Models for Implicit Feedback},
  booktitle    = {Proceedings of {KDD} Cup 2011 competition, San Diego, CA, USA, 2011},
  series       = {{JMLR} Proceedings},
  volume       = {18},
  pages        = {169--181},
  publisher    = {JMLR.org},
  year         = {2012},
  url          = {http://proceedings.mlr.press/v18/mnih12a.html},
  timestamp    = {Wed, 29 May 2019 08:41:47 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/Mnih12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1109-5894,
  author       = {Andriy Mnih and
                  Yee Whye Teh},
  title        = {Learning Item Trees for Probabilistic Modelling of Implicit Feedback},
  journal      = {CoRR},
  volume       = {abs/1109.5894},
  year         = {2011},
  url          = {http://arxiv.org/abs/1109.5894},
  eprinttype    = {arXiv},
  eprint       = {1109.5894},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1109-5894.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ca/Mnih10,
  author       = {Andriy Mnih},
  title        = {Learning Distributed Representations for Statistical Language Modelling
                  and Collaborative Filtering},
  school       = {University of Toronto, Canada},
  year         = {2010},
  url          = {http://hdl.handle.net/1807/24832},
  timestamp    = {Fri, 29 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/ca/Mnih10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/MnihYH09,
  author       = {Andriy Mnih and
                  Zhang Yuecheng and
                  Geoffrey E. Hinton},
  title        = {Improving a statistical language model through non-linear prediction},
  journal      = {Neurocomputing},
  volume       = {72},
  number       = {7-9},
  pages        = {1414--1418},
  year         = {2009},
  url          = {https://doi.org/10.1016/j.neucom.2008.12.025},
  doi          = {10.1016/J.NEUCOM.2008.12.025},
  timestamp    = {Sat, 20 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijon/MnihYH09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/YuechengMH08,
  author       = {Zhang Yuecheng and
                  Andriy Mnih and
                  Geoffrey E. Hinton},
  title        = {Improving a statistical language model by modulating the effects of
                  context words},
  booktitle    = {16th European Symposium on Artificial Neural Networks, {ESANN} 2008,
                  Bruges, Belgium, April 23-25, 2008, Proceedings},
  pages        = {493--498},
  year         = {2008},
  url          = {https://www.esann.org/sites/default/files/proceedings/legacy/es2008-116.pdf},
  timestamp    = {Tue, 02 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/esann/YuechengMH08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SalakhutdinovM08a,
  author       = {Ruslan Salakhutdinov and
                  Andriy Mnih},
  editor       = {William W. Cohen and
                  Andrew McCallum and
                  Sam T. Roweis},
  title        = {Bayesian probabilistic matrix factorization using Markov chain Monte
                  Carlo},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
                  {(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {307},
  pages        = {880--887},
  publisher    = {{ACM}},
  year         = {2008},
  url          = {https://doi.org/10.1145/1390156.1390267},
  doi          = {10.1145/1390156.1390267},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/SalakhutdinovM08a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MnihH08,
  author       = {Andriy Mnih and
                  Geoffrey E. Hinton},
  editor       = {Daphne Koller and
                  Dale Schuurmans and
                  Yoshua Bengio and
                  L{\'{e}}on Bottou},
  title        = {A Scalable Hierarchical Distributed Language Model},
  booktitle    = {Advances in Neural Information Processing Systems 21, Proceedings
                  of the Twenty-Second Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
  pages        = {1081--1088},
  publisher    = {Curran Associates, Inc.},
  year         = {2008},
  url          = {https://proceedings.neurips.cc/paper/2008/hash/1e056d2b0ebd5c878c550da6ac5d3724-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MnihH08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MnihH07,
  author       = {Andriy Mnih and
                  Geoffrey E. Hinton},
  editor       = {Zoubin Ghahramani},
  title        = {Three new graphical models for statistical language modelling},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
                  {(ICML} 2007), Corvallis, Oregon, USA, June 20-24, 2007},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {227},
  pages        = {641--648},
  publisher    = {{ACM}},
  year         = {2007},
  url          = {https://doi.org/10.1145/1273496.1273577},
  doi          = {10.1145/1273496.1273577},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/MnihH07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SalakhutdinovMH07,
  author       = {Ruslan Salakhutdinov and
                  Andriy Mnih and
                  Geoffrey E. Hinton},
  editor       = {Zoubin Ghahramani},
  title        = {Restricted Boltzmann machines for collaborative filtering},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
                  {(ICML} 2007), Corvallis, Oregon, USA, June 20-24, 2007},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {227},
  pages        = {791--798},
  publisher    = {{ACM}},
  year         = {2007},
  url          = {https://doi.org/10.1145/1273496.1273596},
  doi          = {10.1145/1273496.1273596},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/SalakhutdinovMH07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SalakhutdinovM07,
  author       = {Ruslan Salakhutdinov and
                  Andriy Mnih},
  editor       = {John C. Platt and
                  Daphne Koller and
                  Yoram Singer and
                  Sam T. Roweis},
  title        = {Probabilistic Matrix Factorization},
  booktitle    = {Advances in Neural Information Processing Systems 20, Proceedings
                  of the Twenty-First Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 3-6, 2007},
  pages        = {1257--1264},
  publisher    = {Curran Associates, Inc.},
  year         = {2007},
  url          = {https://proceedings.neurips.cc/paper/2007/hash/d7322ed717dedf1eb4e6e52a37ea7bcd-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/SalakhutdinovM07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/CookSMH07,
  author       = {James Cook and
                  Ilya Sutskever and
                  Andriy Mnih and
                  Geoffrey E. Hinton},
  editor       = {Marina Meila and
                  Xiaotong Shen},
  title        = {Visualizing Similarity Data with a Mixture of Maps},
  booktitle    = {Proceedings of the Eleventh International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2007, San Juan, Puerto Rico,
                  March 21-24, 2007},
  series       = {{JMLR} Proceedings},
  volume       = {2},
  pages        = {67--74},
  publisher    = {JMLR.org},
  year         = {2007},
  url          = {http://proceedings.mlr.press/v2/cook07a.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/CookSMH07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HintonWM03,
  author       = {Geoffrey E. Hinton and
                  Max Welling and
                  Andriy Mnih},
  editor       = {Sebastian Thrun and
                  Lawrence K. Saul and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Wormholes Improve Contrastive Divergence},
  booktitle    = {Advances in Neural Information Processing Systems 16 [Neural Information
                  Processing Systems, {NIPS} 2003, December 8-13, 2003, Vancouver and
                  Whistler, British Columbia, Canada]},
  pages        = {417--424},
  publisher    = {{MIT} Press},
  year         = {2003},
  url          = {https://proceedings.neurips.cc/paper/2003/hash/03cf87174debaccd689c90c34577b82f-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/HintonWM03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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