BibTeX records: Daan Wierstra

download as .bib file

@inproceedings{DBLP:conf/nips/MottZCWR19,
  author       = {Alexander Mott and
                  Daniel Zoran and
                  Mike Chrzanowski and
                  Daan Wierstra and
                  Danilo Jimenez Rezende},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Towards Interpretable Reinforcement Learning Using Attention Augmented
                  Agents},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {12329--12338},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/e9510081ac30ffa83f10b68cde1cac07-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MottZCWR19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-02500,
  author       = {Alex Mott and
                  Daniel Zoran and
                  Mike Chrzanowski and
                  Daan Wierstra and
                  Danilo J. Rezende},
  title        = {Towards Interpretable Reinforcement Learning Using Attention Augmented
                  Agents},
  journal      = {CoRR},
  volume       = {abs/1906.02500},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.02500},
  eprinttype    = {arXiv},
  eprint       = {1906.02500},
  timestamp    = {Thu, 13 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-02500.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GuezWASVWMS18,
  author       = {Arthur Guez and
                  Theophane Weber and
                  Ioannis Antonoglou and
                  Karen Simonyan and
                  Oriol Vinyals and
                  Daan Wierstra and
                  R{\'{e}}mi Munos and
                  David Silver},
  editor       = {Jennifer G. Dy and
                  Andreas Krause},
  title        = {Learning to Search with MCTSnets},
  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        = {1817--1826},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v80/guez18a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:30 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/GuezWASVWMS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SantoroFRRCWWVP18,
  author       = {Adam Santoro and
                  Ryan Faulkner and
                  David Raposo and
                  Jack W. Rae and
                  Mike Chrzanowski and
                  Theophane Weber and
                  Daan Wierstra and
                  Oriol Vinyals and
                  Razvan Pascanu and
                  Timothy P. Lillicrap},
  editor       = {Samy Bengio and
                  Hanna M. Wallach and
                  Hugo Larochelle and
                  Kristen Grauman and
                  Nicol{\`{o}} Cesa{-}Bianchi and
                  Roman Garnett},
  title        = {Relational recurrent neural networks},
  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        = {7310--7321},
  year         = {2018},
  url          = {https://proceedings.neurips.cc/paper/2018/hash/e2eabaf96372e20a9e3d4b5f83723a61-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/SantoroFRRCWWVP18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-03006,
  author       = {Lars Buesing and
                  Theophane Weber and
                  S{\'{e}}bastien Racani{\`{e}}re and
                  S. M. Ali Eslami and
                  Danilo Jimenez Rezende and
                  David P. Reichert and
                  Fabio Viola and
                  Frederic Besse and
                  Karol Gregor and
                  Demis Hassabis and
                  Daan Wierstra},
  title        = {Learning and Querying Fast Generative Models for Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/1802.03006},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.03006},
  eprinttype    = {arXiv},
  eprint       = {1802.03006},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-03006.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-04697,
  author       = {Arthur Guez and
                  Th{\'{e}}ophane Weber and
                  Ioannis Antonoglou and
                  Karen Simonyan and
                  Oriol Vinyals and
                  Daan Wierstra and
                  R{\'{e}}mi Munos and
                  David Silver},
  title        = {Learning to Search with MCTSnets},
  journal      = {CoRR},
  volume       = {abs/1802.04697},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.04697},
  eprinttype    = {arXiv},
  eprint       = {1802.04697},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-04697.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-01261,
  author       = {Peter W. Battaglia and
                  Jessica B. Hamrick and
                  Victor Bapst and
                  Alvaro Sanchez{-}Gonzalez and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Mateusz Malinowski and
                  Andrea Tacchetti and
                  David Raposo and
                  Adam Santoro and
                  Ryan Faulkner and
                  {\c{C}}aglar G{\"{u}}l{\c{c}}ehre and
                  H. Francis Song and
                  Andrew J. Ballard and
                  Justin Gilmer and
                  George E. Dahl and
                  Ashish Vaswani and
                  Kelsey R. Allen and
                  Charles Nash and
                  Victoria Langston and
                  Chris Dyer and
                  Nicolas Heess and
                  Daan Wierstra and
                  Pushmeet Kohli and
                  Matthew M. Botvinick and
                  Oriol Vinyals and
                  Yujia Li and
                  Razvan Pascanu},
  title        = {Relational inductive biases, deep learning, and graph networks},
  journal      = {CoRR},
  volume       = {abs/1806.01261},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.01261},
  eprinttype    = {arXiv},
  eprint       = {1806.01261},
  timestamp    = {Sat, 02 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-01261.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-01822,
  author       = {Adam Santoro and
                  Ryan Faulkner and
                  David Raposo and
                  Jack W. Rae and
                  Mike Chrzanowski and
                  Theophane Weber and
                  Daan Wierstra and
                  Oriol Vinyals and
                  Razvan Pascanu and
                  Timothy P. Lillicrap},
  title        = {Relational recurrent neural networks},
  journal      = {CoRR},
  volume       = {abs/1806.01822},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.01822},
  eprinttype    = {arXiv},
  eprint       = {1806.01822},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-01822.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ChiappaRWM17,
  author       = {Silvia Chiappa and
                  S{\'{e}}bastien Racani{\`{e}}re and
                  Daan Wierstra and
                  Shakir Mohamed},
  title        = {Recurrent Environment Simulators},
  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=B1s6xvqlx},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ChiappaRWM17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/GregorRW17,
  author       = {Karol Gregor and
                  Danilo Jimenez Rezende and
                  Daan Wierstra},
  title        = {Variational Intrinsic Control},
  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=Skc-Fo4Yg},
  timestamp    = {Thu, 04 Apr 2019 13:20:08 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/GregorRW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/PritzelUSBVHWB17,
  author       = {Alexander Pritzel and
                  Benigno Uria and
                  Sriram Srinivasan and
                  Adri{\`{a}} Puigdom{\`{e}}nech Badia and
                  Oriol Vinyals and
                  Demis Hassabis and
                  Daan Wierstra and
                  Charles Blundell},
  editor       = {Doina Precup and
                  Yee Whye Teh},
  title        = {Neural Episodic 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        = {2827--2836},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v70/pritzel17a.html},
  timestamp    = {Fri, 04 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/PritzelUSBVHWB17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RacaniereWRBGRB17,
  author       = {S{\'{e}}bastien Racani{\`{e}}re and
                  Theophane Weber and
                  David P. Reichert and
                  Lars Buesing and
                  Arthur Guez and
                  Danilo Jimenez Rezende and
                  Adri{\`{a}} Puigdom{\`{e}}nech Badia and
                  Oriol Vinyals and
                  Nicolas Heess and
                  Yujia Li and
                  Razvan Pascanu and
                  Peter W. Battaglia and
                  Demis Hassabis and
                  David Silver and
                  Daan Wierstra},
  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        = {Imagination-Augmented Agents for Deep Reinforcement Learning},
  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        = {5690--5701},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/9e82757e9a1c12cb710ad680db11f6f1-Abstract.html},
  timestamp    = {Sat, 02 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/RacaniereWRBGRB17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/FernandoBBZHRPW17,
  author       = {Chrisantha Fernando and
                  Dylan Banarse and
                  Charles Blundell and
                  Yori Zwols and
                  David Ha and
                  Andrei A. Rusu and
                  Alexander Pritzel and
                  Daan Wierstra},
  title        = {PathNet: Evolution Channels Gradient Descent in Super Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1701.08734},
  year         = {2017},
  url          = {http://arxiv.org/abs/1701.08734},
  eprinttype    = {arXiv},
  eprint       = {1701.08734},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/FernandoBBZHRPW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PritzelUSBVHWB17,
  author       = {Alexander Pritzel and
                  Benigno Uria and
                  Sriram Srinivasan and
                  Adri{\`{a}} Puigdom{\`{e}}nech Badia and
                  Oriol Vinyals and
                  Demis Hassabis and
                  Daan Wierstra and
                  Charles Blundell},
  title        = {Neural Episodic Control},
  journal      = {CoRR},
  volume       = {abs/1703.01988},
  year         = {2017},
  url          = {http://arxiv.org/abs/1703.01988},
  eprinttype    = {arXiv},
  eprint       = {1703.01988},
  timestamp    = {Fri, 04 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PritzelUSBVHWB17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ChiappaRWM17,
  author       = {Silvia Chiappa and
                  S{\'{e}}bastien Racani{\`{e}}re and
                  Daan Wierstra and
                  Shakir Mohamed},
  title        = {Recurrent Environment Simulators},
  journal      = {CoRR},
  volume       = {abs/1704.02254},
  year         = {2017},
  url          = {http://arxiv.org/abs/1704.02254},
  eprinttype    = {arXiv},
  eprint       = {1704.02254},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ChiappaRWM17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DanihelkaLUWD17,
  author       = {Ivo Danihelka and
                  Balaji Lakshminarayanan and
                  Benigno Uria and
                  Daan Wierstra and
                  Peter Dayan},
  title        = {Comparison of Maximum Likelihood and GAN-based training of Real NVPs},
  journal      = {CoRR},
  volume       = {abs/1705.05263},
  year         = {2017},
  url          = {http://arxiv.org/abs/1705.05263},
  eprinttype    = {arXiv},
  eprint       = {1705.05263},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DanihelkaLUWD17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PascanuLVHBRRWW17,
  author       = {Razvan Pascanu and
                  Yujia Li and
                  Oriol Vinyals and
                  Nicolas Heess and
                  Lars Buesing and
                  S{\'{e}}bastien Racani{\`{e}}re and
                  David P. Reichert and
                  Theophane Weber and
                  Daan Wierstra and
                  Peter W. Battaglia},
  title        = {Learning model-based planning from scratch},
  journal      = {CoRR},
  volume       = {abs/1707.06170},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.06170},
  eprinttype    = {arXiv},
  eprint       = {1707.06170},
  timestamp    = {Sat, 02 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/PascanuLVHBRRWW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WeberRRBGRBVHLP17,
  author       = {Theophane Weber and
                  S{\'{e}}bastien Racani{\`{e}}re and
                  David P. Reichert and
                  Lars Buesing and
                  Arthur Guez and
                  Danilo Jimenez Rezende and
                  Adri{\`{a}} Puigdom{\`{e}}nech Badia and
                  Oriol Vinyals and
                  Nicolas Heess and
                  Yujia Li and
                  Razvan Pascanu and
                  Peter W. Battaglia and
                  David Silver and
                  Daan Wierstra},
  title        = {Imagination-Augmented Agents for Deep Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/1707.06203},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.06203},
  eprinttype    = {arXiv},
  eprint       = {1707.06203},
  timestamp    = {Sat, 02 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/WeberRRBGRBVHLP17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-08378,
  author       = {Matthew M. Botvinick and
                  David G. T. Barrett and
                  Peter W. Battaglia and
                  Nando de Freitas and
                  Dharshan Kumaran and
                  Joel Z. Leibo and
                  Tim Lillicrap and
                  Joseph Modayil and
                  S. Mohamed and
                  Neil C. Rabinowitz and
                  Danilo Jimenez Rezende and
                  Adam Santoro and
                  Tom Schaul and
                  Christopher Summerfield and
                  Greg Wayne and
                  Theophane Weber and
                  Daan Wierstra and
                  Shane Legg and
                  Demis Hassabis},
  title        = {Building Machines that Learn and Think for Themselves: Commentary
                  on Lake et al., Behavioral and Brain Sciences, 2017},
  journal      = {CoRR},
  volume       = {abs/1711.08378},
  year         = {2017},
  url          = {http://arxiv.org/abs/1711.08378},
  eprinttype    = {arXiv},
  eprint       = {1711.08378},
  timestamp    = {Wed, 20 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-08378.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/FernandoBRBPJLW16,
  author       = {Chrisantha Fernando and
                  Dylan Banarse and
                  Malcolm Reynolds and
                  Frederic Besse and
                  David Pfau and
                  Max Jaderberg and
                  Marc Lanctot and
                  Daan Wierstra},
  editor       = {Tobias Friedrich and
                  Frank Neumann and
                  Andrew M. Sutton},
  title        = {Convolution by Evolution: Differentiable Pattern Producing Networks},
  booktitle    = {Proceedings of the 2016 on Genetic and Evolutionary Computation Conference,
                  Denver, CO, USA, July 20 - 24, 2016},
  pages        = {109--116},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {https://doi.org/10.1145/2908812.2908890},
  doi          = {10.1145/2908812.2908890},
  timestamp    = {Tue, 06 Nov 2018 11:06:42 +0100},
  biburl       = {https://dblp.org/rec/conf/gecco/FernandoBRBPJLW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/RezendeMDGW16,
  author       = {Danilo Jimenez Rezende and
                  Shakir Mohamed and
                  Ivo Danihelka and
                  Karol Gregor and
                  Daan Wierstra},
  editor       = {Maria{-}Florina Balcan and
                  Kilian Q. Weinberger},
  title        = {One-Shot Generalization in Deep Generative Models},
  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        = {1521--1529},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v48/rezende16.html},
  timestamp    = {Wed, 29 May 2019 08:41:46 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/RezendeMDGW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SantoroBBWL16,
  author       = {Adam Santoro and
                  Sergey Bartunov and
                  Matthew M. Botvinick and
                  Daan Wierstra and
                  Timothy P. Lillicrap},
  editor       = {Maria{-}Florina Balcan and
                  Kilian Q. Weinberger},
  title        = {Meta-Learning with Memory-Augmented Neural Networks},
  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        = {1842--1850},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v48/santoro16.html},
  timestamp    = {Wed, 20 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/SantoroBBWL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GregorBRDW16,
  author       = {Karol Gregor and
                  Frederic Besse and
                  Danilo Jimenez Rezende and
                  Ivo Danihelka and
                  Daan Wierstra},
  editor       = {Daniel D. Lee and
                  Masashi Sugiyama and
                  Ulrike von Luxburg and
                  Isabelle Guyon and
                  Roman Garnett},
  title        = {Towards Conceptual Compression},
  booktitle    = {Advances in Neural Information Processing Systems 29: Annual Conference
                  on Neural Information Processing Systems 2016, December 5-10, 2016,
                  Barcelona, Spain},
  pages        = {3549--3557},
  year         = {2016},
  url          = {https://proceedings.neurips.cc/paper/2016/hash/4abe17a1c80cbdd2aa241b70840879de-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/GregorBRDW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/VinyalsBLKW16,
  author       = {Oriol Vinyals and
                  Charles Blundell and
                  Tim Lillicrap and
                  Koray Kavukcuoglu and
                  Daan Wierstra},
  editor       = {Daniel D. Lee and
                  Masashi Sugiyama and
                  Ulrike von Luxburg and
                  Isabelle Guyon and
                  Roman Garnett},
  title        = {Matching Networks for One Shot Learning},
  booktitle    = {Advances in Neural Information Processing Systems 29: Annual Conference
                  on Neural Information Processing Systems 2016, December 5-10, 2016,
                  Barcelona, Spain},
  pages        = {3630--3638},
  year         = {2016},
  url          = {https://proceedings.neurips.cc/paper/2016/hash/90e1357833654983612fb05e3ec9148c-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/VinyalsBLKW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/corr/LillicrapHPHETS15,
  author       = {Timothy P. Lillicrap and
                  Jonathan J. Hunt and
                  Alexander Pritzel and
                  Nicolas Heess and
                  Tom Erez and
                  Yuval Tassa and
                  David Silver and
                  Daan Wierstra},
  editor       = {Yoshua Bengio and
                  Yann LeCun},
  title        = {Continuous control with deep reinforcement learning},
  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/1509.02971},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/LillicrapHPHETS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/RezendeMDGW16,
  author       = {Danilo Jimenez Rezende and
                  Shakir Mohamed and
                  Ivo Danihelka and
                  Karol Gregor and
                  Daan Wierstra},
  title        = {One-Shot Generalization in Deep Generative Models},
  journal      = {CoRR},
  volume       = {abs/1603.05106},
  year         = {2016},
  url          = {http://arxiv.org/abs/1603.05106},
  eprinttype    = {arXiv},
  eprint       = {1603.05106},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/RezendeMDGW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GregorBRDW16,
  author       = {Karol Gregor and
                  Frederic Besse and
                  Danilo Jimenez Rezende and
                  Ivo Danihelka and
                  Daan Wierstra},
  title        = {Towards Conceptual Compression},
  journal      = {CoRR},
  volume       = {abs/1604.08772},
  year         = {2016},
  url          = {http://arxiv.org/abs/1604.08772},
  eprinttype    = {arXiv},
  eprint       = {1604.08772},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/GregorBRDW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SantoroBBWL16,
  author       = {Adam Santoro and
                  Sergey Bartunov and
                  Matthew M. Botvinick and
                  Daan Wierstra and
                  Timothy P. Lillicrap},
  title        = {One-shot Learning with Memory-Augmented Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1605.06065},
  year         = {2016},
  url          = {http://arxiv.org/abs/1605.06065},
  eprinttype    = {arXiv},
  eprint       = {1605.06065},
  timestamp    = {Wed, 20 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SantoroBBWL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/FernandoBRBPJLW16,
  author       = {Chrisantha Fernando and
                  Dylan Banarse and
                  Malcolm Reynolds and
                  Frederic Besse and
                  David Pfau and
                  Max Jaderberg and
                  Marc Lanctot and
                  Daan Wierstra},
  title        = {Convolution by Evolution: Differentiable Pattern Producing Networks},
  journal      = {CoRR},
  volume       = {abs/1606.02580},
  year         = {2016},
  url          = {http://arxiv.org/abs/1606.02580},
  eprinttype    = {arXiv},
  eprint       = {1606.02580},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/FernandoBRBPJLW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/VinyalsBLKW16,
  author       = {Oriol Vinyals and
                  Charles Blundell and
                  Timothy P. Lillicrap and
                  Koray Kavukcuoglu and
                  Daan Wierstra},
  title        = {Matching Networks for One Shot Learning},
  journal      = {CoRR},
  volume       = {abs/1606.04080},
  year         = {2016},
  url          = {http://arxiv.org/abs/1606.04080},
  eprinttype    = {arXiv},
  eprint       = {1606.04080},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/VinyalsBLKW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BlundellUPLRLRW16,
  author       = {Charles Blundell and
                  Benigno Uria and
                  Alexander Pritzel and
                  Yazhe Li and
                  Avraham Ruderman and
                  Joel Z. Leibo and
                  Jack W. Rae and
                  Daan Wierstra and
                  Demis Hassabis},
  title        = {Model-Free Episodic Control},
  journal      = {CoRR},
  volume       = {abs/1606.04460},
  year         = {2016},
  url          = {http://arxiv.org/abs/1606.04460},
  eprinttype    = {arXiv},
  eprint       = {1606.04460},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BlundellUPLRLRW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GregorRW16,
  author       = {Karol Gregor and
                  Danilo Jimenez Rezende and
                  Daan Wierstra},
  title        = {Variational Intrinsic Control},
  journal      = {CoRR},
  volume       = {abs/1611.07507},
  year         = {2016},
  url          = {http://arxiv.org/abs/1611.07507},
  eprinttype    = {arXiv},
  eprint       = {1611.07507},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/GregorRW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nature/MnihKSRVBGRFOPB15,
  author       = {Volodymyr Mnih and
                  Koray Kavukcuoglu and
                  David Silver and
                  Andrei A. Rusu and
                  Joel Veness and
                  Marc G. Bellemare and
                  Alex Graves and
                  Martin A. Riedmiller and
                  Andreas Fidjeland and
                  Georg Ostrovski and
                  Stig Petersen and
                  Charles Beattie and
                  Amir Sadik and
                  Ioannis Antonoglou and
                  Helen King and
                  Dharshan Kumaran and
                  Daan Wierstra and
                  Shane Legg and
                  Demis Hassabis},
  title        = {Human-level control through deep reinforcement learning},
  journal      = {Nat.},
  volume       = {518},
  number       = {7540},
  pages        = {529--533},
  year         = {2015},
  url          = {https://doi.org/10.1038/nature14236},
  doi          = {10.1038/NATURE14236},
  timestamp    = {Mon, 08 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/nature/MnihKSRVBGRFOPB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GregorDGRW15,
  author       = {Karol Gregor and
                  Ivo Danihelka and
                  Alex Graves and
                  Danilo Jimenez Rezende and
                  Daan Wierstra},
  editor       = {Francis R. Bach and
                  David M. Blei},
  title        = {{DRAW:} {A} Recurrent Neural Network For Image Generation},
  booktitle    = {Proceedings of the 32nd International Conference on Machine Learning,
                  {ICML} 2015, Lille, France, 6-11 July 2015},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {37},
  pages        = {1462--1471},
  publisher    = {JMLR.org},
  year         = {2015},
  url          = {http://proceedings.mlr.press/v37/gregor15.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/GregorDGRW15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BlundellCKW15,
  author       = {Charles Blundell and
                  Julien Cornebise and
                  Koray Kavukcuoglu and
                  Daan Wierstra},
  editor       = {Francis R. Bach and
                  David M. Blei},
  title        = {Weight Uncertainty in Neural Network},
  booktitle    = {Proceedings of the 32nd International Conference on Machine Learning,
                  {ICML} 2015, Lille, France, 6-11 July 2015},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {37},
  pages        = {1613--1622},
  publisher    = {JMLR.org},
  year         = {2015},
  url          = {http://proceedings.mlr.press/v37/blundell15.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BlundellCKW15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GregorDGW15,
  author       = {Karol Gregor and
                  Ivo Danihelka and
                  Alex Graves and
                  Daan Wierstra},
  title        = {{DRAW:} {A} Recurrent Neural Network For Image Generation},
  journal      = {CoRR},
  volume       = {abs/1502.04623},
  year         = {2015},
  url          = {http://arxiv.org/abs/1502.04623},
  eprinttype    = {arXiv},
  eprint       = {1502.04623},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/GregorDGW15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BlundellCKW15,
  author       = {Charles Blundell and
                  Julien Cornebise and
                  Koray Kavukcuoglu and
                  Daan Wierstra},
  title        = {Weight Uncertainty in Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1505.05424},
  year         = {2015},
  url          = {http://arxiv.org/abs/1505.05424},
  eprinttype    = {arXiv},
  eprint       = {1505.05424},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BlundellCKW15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/WierstraSGSPS14,
  author       = {Daan Wierstra and
                  Tom Schaul and
                  Tobias Glasmachers and
                  Yi Sun and
                  Jan Peters and
                  J{\"{u}}rgen Schmidhuber},
  title        = {Natural evolution strategies},
  journal      = {J. Mach. Learn. Res.},
  volume       = {15},
  number       = {1},
  pages        = {949--980},
  year         = {2014},
  url          = {https://dl.acm.org/doi/10.5555/2627435.2638566},
  doi          = {10.5555/2627435.2638566},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/WierstraSGSPS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SilverLHDWR14,
  author       = {David Silver and
                  Guy Lever and
                  Nicolas Heess and
                  Thomas Degris and
                  Daan Wierstra and
                  Martin A. Riedmiller},
  title        = {Deterministic Policy Gradient Algorithms},
  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        = {387--395},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v32/silver14.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/SilverLHDWR14.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 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/GregorDMBW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/RezendeMW14,
  author       = {Danilo Jimenez Rezende and
                  Shakir Mohamed and
                  Daan Wierstra},
  title        = {Stochastic Backpropagation and Approximate Inference in Deep Generative
                  Models},
  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        = {1278--1286},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v32/rezende14.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/RezendeMW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/RezendeMW14,
  author       = {Danilo Jimenez Rezende and
                  Shakir Mohamed and
                  Daan Wierstra},
  title        = {Stochastic Back-propagation and Variational Inference in Deep Latent
                  Gaussian Models},
  journal      = {CoRR},
  volume       = {abs/1401.4082},
  year         = {2014},
  url          = {http://arxiv.org/abs/1401.4082},
  eprinttype    = {arXiv},
  eprint       = {1401.4082},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/RezendeMW14.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}
}
@article{DBLP:journals/corr/MnihKSGAWR13,
  author       = {Volodymyr Mnih and
                  Koray Kavukcuoglu and
                  David Silver and
                  Alex Graves and
                  Ioannis Antonoglou and
                  Daan Wierstra and
                  Martin A. Riedmiller},
  title        = {Playing Atari with Deep Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/1312.5602},
  year         = {2013},
  url          = {http://arxiv.org/abs/1312.5602},
  eprinttype    = {arXiv},
  eprint       = {1312.5602},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MnihKSGAWR13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1209-5853,
  author       = {Yi Sun and
                  Daan Wierstra and
                  Tom Schaul and
                  J{\"{u}}rgen Schmidhuber},
  title        = {Efficient Natural Evolution Strategies},
  journal      = {CoRR},
  volume       = {abs/1209.5853},
  year         = {2012},
  url          = {http://arxiv.org/abs/1209.5853},
  eprinttype    = {arXiv},
  eprint       = {1209.5853},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1209-5853.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cec/SchaulSWGS11,
  author       = {Tom Schaul and
                  Yi Sun and
                  Daan Wierstra and
                  Faustino J. Gomez and
                  J{\"{u}}rgen Schmidhuber},
  title        = {Curiosity-driven optimization},
  booktitle    = {Proceedings of the {IEEE} Congress on Evolutionary Computation, {CEC}
                  2011, New Orleans, LA, USA, 5-8 June, 2011},
  pages        = {1343--1349},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/CEC.2011.5949772},
  doi          = {10.1109/CEC.2011.5949772},
  timestamp    = {Wed, 16 Oct 2019 14:14:52 +0200},
  biburl       = {https://dblp.org/rec/conf/cec/SchaulSWGS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RezendeWG11,
  author       = {Danilo Jimenez Rezende and
                  Daan Wierstra and
                  Wulfram Gerstner},
  editor       = {John Shawe{-}Taylor and
                  Richard S. Zemel and
                  Peter L. Bartlett and
                  Fernando C. N. Pereira and
                  Kilian Q. Weinberger},
  title        = {Variational Learning for Recurrent Spiking Networks},
  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        = {136--144},
  year         = {2011},
  url          = {https://proceedings.neurips.cc/paper/2011/hash/069059b7ef840f0c74a814ec9237b6ec-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/RezendeWG11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1106-4487,
  author       = {Daan Wierstra and
                  Tom Schaul and
                  Tobias Glasmachers and
                  Yi Sun and
                  J{\"{u}}rgen Schmidhuber},
  title        = {Natural Evolution Strategies},
  journal      = {CoRR},
  volume       = {abs/1106.4487},
  year         = {2011},
  url          = {http://arxiv.org/abs/1106.4487},
  eprinttype    = {arXiv},
  eprint       = {1106.4487},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1106-4487.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/de/Wierstra2010,
  author       = {Daniel Pieter Wierstra},
  title        = {A study in direct policy search},
  school       = {Technical University Munich},
  year         = {2010},
  url          = {http://mediatum2.ub.tum.de/node?id=885959},
  urn          = {urn:nbn:de:bvb:91-diss-20100510-885959-1-8},
  timestamp    = {Sat, 17 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/de/Wierstra2010.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/igpl/WierstraFPS10,
  author       = {Daan Wierstra and
                  Alexander F{\"{o}}rster and
                  Jan Peters and
                  J{\"{u}}rgen Schmidhuber},
  title        = {Recurrent policy gradients},
  journal      = {Log. J. {IGPL}},
  volume       = {18},
  number       = {5},
  pages        = {620--634},
  year         = {2010},
  url          = {https://doi.org/10.1093/jigpal/jzp049},
  doi          = {10.1093/JIGPAL/JZP049},
  timestamp    = {Fri, 06 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/igpl/WierstraFPS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SchaulBWSFSRS10,
  author       = {Tom Schaul and
                  Justin Bayer and
                  Daan Wierstra and
                  Yi Sun and
                  Martin Felder and
                  Frank Sehnke and
                  Thomas R{\"{u}}ckstie{\ss} and
                  J{\"{u}}rgen Schmidhuber},
  title        = {PyBrain},
  journal      = {J. Mach. Learn. Res.},
  volume       = {11},
  pages        = {743--746},
  year         = {2010},
  url          = {https://dl.acm.org/doi/10.5555/1756006.1756030},
  doi          = {10.5555/1756006.1756030},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/SchaulBWSFSRS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/paladyn/RuckstiessSSWSS10,
  author       = {Thomas R{\"{u}}ckstie{\ss} and
                  Frank Sehnke and
                  Tom Schaul and
                  Daan Wierstra and
                  Yi Sun and
                  J{\"{u}}rgen Schmidhuber},
  title        = {Exploring parameter space in reinforcement learning},
  journal      = {Paladyn J. Behav. Robotics},
  volume       = {1},
  number       = {1},
  pages        = {14--24},
  year         = {2010},
  url          = {https://doi.org/10.2478/s13230-010-0002-4},
  doi          = {10.2478/S13230-010-0002-4},
  timestamp    = {Fri, 07 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/paladyn/RuckstiessSSWSS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/GlasmachersSSWS10,
  author       = {Tobias Glasmachers and
                  Tom Schaul and
                  Yi Sun and
                  Daan Wierstra and
                  J{\"{u}}rgen Schmidhuber},
  editor       = {Martin Pelikan and
                  J{\"{u}}rgen Branke},
  title        = {Exponential natural evolution strategies},
  booktitle    = {Genetic and Evolutionary Computation Conference, {GECCO} 2010, Proceedings,
                  Portland, Oregon, USA, July 7-11, 2010},
  pages        = {393--400},
  publisher    = {{ACM}},
  year         = {2010},
  url          = {https://doi.org/10.1145/1830483.1830557},
  doi          = {10.1145/1830483.1830557},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gecco/GlasmachersSSWS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/SchaulWGSIT09,
  author       = {Tom Schaul and
                  Daan Wierstra and
                  Faustino J. Gomez and
                  J{\"{u}}rgen Schmidhuber and
                  Christian Igel and
                  Julian Togelius},
  title        = {Ontogenetic and Phylogenetic Reinforcement Learning},
  journal      = {K{\"{u}}nstliche Intell.},
  volume       = {23},
  number       = {3},
  pages        = {30--33},
  year         = {2009},
  url          = {http://www.kuenstliche-intelligenz.de/fileadmin/template/main/archiv/pdf/ki2009-03\_page30\_web\_teaser.pdf},
  timestamp    = {Fri, 27 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ki/SchaulWGSIT09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cec/HoornTWS09,
  author       = {Niels van Hoorn and
                  Julian Togelius and
                  Daan Wierstra and
                  J{\"{u}}rgen Schmidhuber},
  title        = {Robust player imitation using multiobjective evolution},
  booktitle    = {Proceedings of the {IEEE} Congress on Evolutionary Computation, {CEC}
                  2009, Trondheim, Norway, 18-21 May, 2009},
  pages        = {652--659},
  publisher    = {{IEEE}},
  year         = {2009},
  url          = {https://doi.org/10.1109/CEC.2009.4983007},
  doi          = {10.1109/CEC.2009.4983007},
  timestamp    = {Mon, 03 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cec/HoornTWS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/SunWSS09,
  author       = {Yi Sun and
                  Daan Wierstra and
                  Tom Schaul and
                  J{\"{u}}rgen Schmidhuber},
  editor       = {Franz Rothlauf},
  title        = {Efficient natural evolution strategies},
  booktitle    = {Genetic and Evolutionary Computation Conference, {GECCO} 2009, Proceedings,
                  Montreal, Qu{\'{e}}bec, Canada, July 8-12, 2009},
  pages        = {539--546},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1569901.1569976},
  doi          = {10.1145/1569901.1569976},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gecco/SunWSS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/BayerWTS09,
  author       = {Justin Bayer and
                  Daan Wierstra and
                  Julian Togelius and
                  J{\"{u}}rgen Schmidhuber},
  editor       = {Cesare Alippi and
                  Marios M. Polycarpou and
                  Christos G. Panayiotou and
                  Georgios Ellinas},
  title        = {Evolving Memory Cell Structures for Sequence Learning},
  booktitle    = {Artificial Neural Networks - {ICANN} 2009, 19th International Conference,
                  Limassol, Cyprus, September 14-17, 2009, Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5769},
  pages        = {755--764},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04277-5\_76},
  doi          = {10.1007/978-3-642-04277-5\_76},
  timestamp    = {Mon, 03 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icann/BayerWTS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YiWSS09,
  author       = {Yi Sun and
                  Daan Wierstra and
                  Tom Schaul and
                  J{\"{u}}rgen Schmidhuber},
  editor       = {Andrea Pohoreckyj Danyluk and
                  L{\'{e}}on Bottou and
                  Michael L. Littman},
  title        = {Stochastic search using the natural gradient},
  booktitle    = {Proceedings of the 26th Annual International Conference on Machine
                  Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {382},
  pages        = {1161--1168},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1553374.1553522},
  doi          = {10.1145/1553374.1553522},
  timestamp    = {Tue, 06 Nov 2018 16:58:29 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/YiWSS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ar/MayerGWNKS08,
  author       = {Hermann Georg Mayer and
                  Faustino J. Gomez and
                  Daan Wierstra and
                  Istvan Nagy and
                  Alois C. Knoll and
                  J{\"{u}}rgen Schmidhuber},
  title        = {A System for Robotic Heart Surgery that Learns to Tie Knots Using
                  Recurrent Neural Networks},
  journal      = {Adv. Robotics},
  volume       = {22},
  number       = {13-14},
  pages        = {1521--1537},
  year         = {2008},
  url          = {https://doi.org/10.1163/156855308X360604},
  doi          = {10.1163/156855308X360604},
  timestamp    = {Wed, 19 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ar/MayerGWNKS08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cec/WierstraSPS08,
  author       = {Daan Wierstra and
                  Tom Schaul and
                  Jan Peters and
                  J{\"{u}}rgen Schmidhuber},
  title        = {Natural Evolution Strategies},
  booktitle    = {Proceedings of the {IEEE} Congress on Evolutionary Computation, {CEC}
                  2008, June 1-6, 2008, Hong Kong, China},
  pages        = {3381--3387},
  publisher    = {{IEEE}},
  year         = {2008},
  url          = {https://doi.org/10.1109/CEC.2008.4631255},
  doi          = {10.1109/CEC.2008.4631255},
  timestamp    = {Thu, 16 Dec 2021 14:01:33 +0100},
  biburl       = {https://dblp.org/rec/conf/cec/WierstraSPS08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/WierstraSPS08,
  author       = {Daan Wierstra and
                  Tom Schaul and
                  Jan Peters and
                  J{\"{u}}rgen Schmidhuber},
  editor       = {Vera Kurkov{\'{a}} and
                  Roman Neruda and
                  Jan Koutn{\'{\i}}k},
  title        = {Episodic Reinforcement Learning by Logistic Reward-Weighted Regression},
  booktitle    = {Artificial Neural Networks - {ICANN} 2008 , 18th International Conference,
                  Prague, Czech Republic, September 3-6, 2008, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5163},
  pages        = {407--416},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-87536-9\_42},
  doi          = {10.1007/978-3-540-87536-9\_42},
  timestamp    = {Tue, 14 May 2019 10:00:49 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/WierstraSPS08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ppsn/WierstraSPS08,
  author       = {Daan Wierstra and
                  Tom Schaul and
                  Jan Peters and
                  J{\"{u}}rgen Schmidhuber},
  editor       = {G{\"{u}}nter Rudolph and
                  Thomas Jansen and
                  Simon M. Lucas and
                  Carlo Poloni and
                  Nicola Beume},
  title        = {Fitness Expectation Maximization},
  booktitle    = {Parallel Problem Solving from Nature - {PPSN} X, 10th International
                  Conference Dortmund, Germany, September 13-17, 2008, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5199},
  pages        = {337--346},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-87700-4\_34},
  doi          = {10.1007/978-3-540-87700-4\_34},
  timestamp    = {Tue, 14 May 2019 10:00:53 +0200},
  biburl       = {https://dblp.org/rec/conf/ppsn/WierstraSPS08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/SchmidhuberWGG07,
  author       = {J{\"{u}}rgen Schmidhuber and
                  Daan Wierstra and
                  Matteo Gagliolo and
                  Faustino J. Gomez},
  title        = {Training Recurrent Networks by Evolino},
  journal      = {Neural Comput.},
  volume       = {19},
  number       = {3},
  pages        = {757--779},
  year         = {2007},
  url          = {https://doi.org/10.1162/neco.2007.19.3.757},
  doi          = {10.1162/NECO.2007.19.3.757},
  timestamp    = {Tue, 01 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/SchmidhuberWGG07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/WierstraS07,
  author       = {Daan Wierstra and
                  J{\"{u}}rgen Schmidhuber},
  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        = {Policy Gradient Critics},
  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        = {466--477},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-74958-5\_43},
  doi          = {10.1007/978-3-540-74958-5\_43},
  timestamp    = {Tue, 14 May 2019 10:00:54 +0200},
  biburl       = {https://dblp.org/rec/conf/ecml/WierstraS07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/WierstraFPS07,
  author       = {Daan Wierstra and
                  Alexander F{\"{o}}rster and
                  Jan Peters and
                  J{\"{u}}rgen Schmidhuber},
  editor       = {Joaquim Marques de S{\'{a}} and
                  Lu{\'{\i}}s A. Alexandre and
                  Wlodzislaw Duch and
                  Danilo P. Mandic},
  title        = {Solving Deep Memory POMDPs with Recurrent Policy Gradients},
  booktitle    = {Artificial Neural Networks - {ICANN} 2007, 17th International Conference,
                  Porto, Portugal, September 9-13, 2007, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4668},
  pages        = {697--706},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-74690-4\_71},
  doi          = {10.1007/978-3-540-74690-4\_71},
  timestamp    = {Tue, 14 May 2019 10:00:49 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/WierstraFPS07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/SchmidhuberGWG06,
  author       = {J{\"{u}}rgen Schmidhuber and
                  Matteo Gagliolo and
                  Daan Wierstra and
                  Faustino J. Gomez},
  title        = {Evolino for recurrent support vector machines},
  booktitle    = {14th European Symposium on Artificial Neural Networks, {ESANN} 2006,
                  Bruges, Belgium, April 26-28, 2006, Proceedings},
  pages        = {593--598},
  year         = {2006},
  url          = {https://www.esann.org/sites/default/files/proceedings/legacy/es2006-117.pdf},
  timestamp    = {Tue, 02 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/esann/SchmidhuberGWG06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/MayerGWNKS06,
  author       = {Hermann Georg Mayer and
                  Faustino J. Gomez and
                  Daan Wierstra and
                  Istvan Nagy and
                  Alois C. Knoll and
                  J{\"{u}}rgen Schmidhuber},
  title        = {A System for Robotic Heart Surgery that Learns to Tie Knots Using
                  Recurrent Neural Networks},
  booktitle    = {2006 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, {IROS} 2006, October 9-15, 2006, Beijing, China},
  pages        = {543--548},
  publisher    = {{IEEE}},
  year         = {2006},
  url          = {https://doi.org/10.1109/IROS.2006.282190},
  doi          = {10.1109/IROS.2006.282190},
  timestamp    = {Wed, 19 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/MayerGWNKS06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/WierstraGS05,
  author       = {Daan Wierstra and
                  Faustino J. Gomez and
                  J{\"{u}}rgen Schmidhuber},
  editor       = {Hans{-}Georg Beyer and
                  Una{-}May O'Reilly},
  title        = {Modeling systems with internal state using evolino},
  booktitle    = {Genetic and Evolutionary Computation Conference, {GECCO} 2005, Proceedings,
                  Washington DC, USA, June 25-29, 2005},
  pages        = {1795--1802},
  publisher    = {{ACM}},
  year         = {2005},
  url          = {https://doi.org/10.1145/1068009.1068315},
  doi          = {10.1145/1068009.1068315},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gecco/WierstraGS05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/SchmidhuberWG05,
  author       = {J{\"{u}}rgen Schmidhuber and
                  Daan Wierstra and
                  Faustino J. Gomez},
  editor       = {Leslie Pack Kaelbling and
                  Alessandro Saffiotti},
  title        = {Evolino: Hybrid Neuroevolution/Optimal Linear Search for Sequence
                  Learning},
  booktitle    = {IJCAI-05, Proceedings of the Nineteenth International Joint Conference
                  on Artificial Intelligence, Edinburgh, Scotland, UK, July 30 - August
                  5, 2005},
  pages        = {853--858},
  publisher    = {Professional Book Center},
  year         = {2005},
  url          = {http://ijcai.org/Proceedings/05/Papers/1452.pdf},
  timestamp    = {Tue, 20 Aug 2019 16:16:29 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/SchmidhuberWG05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-cs-0512062,
  author       = {J{\"{u}}rgen Schmidhuber and
                  Matteo Gagliolo and
                  Daan Wierstra and
                  Faustino J. Gomez},
  title        = {Evolino for recurrent support vector machines},
  journal      = {CoRR},
  volume       = {abs/cs/0512062},
  year         = {2005},
  url          = {http://arxiv.org/abs/cs/0512062},
  eprinttype    = {arXiv},
  eprint       = {cs/0512062},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-cs-0512062.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WierstraW04,
  author       = {Daan Wierstra and
                  Marco A. Wiering},
  editor       = {Carla E. Brodley},
  title        = {Utile distinction hidden Markov models},
  booktitle    = {Machine Learning, Proceedings of the Twenty-first International Conference
                  {(ICML} 2004), Banff, Alberta, Canada, July 4-8, 2004},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {69},
  publisher    = {{ACM}},
  year         = {2004},
  url          = {https://doi.org/10.1145/1015330.1015346},
  doi          = {10.1145/1015330.1015346},
  timestamp    = {Thu, 23 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/WierstraW04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
a service of  Schloss Dagstuhl - Leibniz Center for Informatics