Arthur Guez

发表

A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play

Demis Hassabis, Karen Simonyan, David Silver, 2018, Science.

Imagination-Augmented Agents for Deep Reinforcement Learning

Razvan Pascanu, Demis Hassabis, David Silver, 2017, NIPS.

Efficient Bayes-Adaptive Reinforcement Learning using Sample-Based Search

Peter Dayan, David Silver, Arthur Guez, 2012, NIPS.

Towards a practical Bayes-optimal agent

Peter Dayan, David Silver, Arthur Guez, 2013 .

Adaptive planning in human search

Maarten Speekenbrink, Arthur Guez, Eric Schulz, 2018, bioRxiv.

Better Optimism By Bayes: Adaptive Planning with Rich Models pdf

Peter Dayan, David Silver, Arthur Guez, 2014, ArXiv.

Woulda, Coulda, Shoulda: Counterfactually-Guided Policy Search pdf

Nicolas Heess, Lars Buesing, Arthur Guez, 2018, ICLR.

Mastering Atari, Go, chess and shogi by planning with a learned model

Demis Hassabis, Karen Simonyan, David Silver, 2019, Nature.

Adaptive Treatment of Epilepsy via Batch-mode Reinforcement Learning

Joelle Pineau, Robert D. Vincent, Arthur Guez, 2008, AAAI.

Scalable and Efficient Bayes-Adaptive Reinforcement Learning Based on Monte-Carlo Tree Search

Peter Dayan, David Silver, Arthur Guez, 2013, J. Artif. Intell. Res..

Learning to Search with MCTSnets

Rémi Munos, Oriol Vinyals, Karen Simonyan, 2018, ICML.

Deep Reinforcement Learning with Double Q-Learning pdf

David Silver, Arthur Guez, Hado van Hasselt, 2015, AAAI.

Physically Embedded Planning Problems: New Challenges for Reinforcement Learning pdf

Andrew Jaegle, Jonathan J. Hunt, Nicolas Heess, 2020, ArXiv.

Performing Tasks while doing Simultaneous Localization And Mapping

Arthur Guez, 2008 .

An investigation of model-free planning pdf

Tom Eccles, Laurent Orseau, David Silver, 2019, ICML.

Learning values across many orders of magnitude

David Silver, Matteo Hessel, Arthur Guez, 2016, NIPS.

Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm pdf

Demis Hassabis, Karen Simonyan, David Silver, 2017, ArXiv.

On the role of planning in model-based deep reinforcement learning pdf

Jessica B. Hamrick, Fabio Viola, Petar Velickovic, 2020, ArXiv.

The Predictron: End-To-End Learning and Planning pdf

Tom Schaul, David Silver, Matteo Hessel, 2016, ICML.

Increasing the Action Gap: New Operators for Reinforcement Learning

Marc G. Bellemare, Rémi Munos, Philip S. Thomas, 2015, AAAI.

Learning functions across many orders of magnitudes pdf

David Silver, Matteo Hessel, Arthur Guez, 2016, ArXiv.

Augmenting learning using symmetry in a biologically-inspired domain pdf

Doina Precup, Abbas Abdolmaleki, Shruti Mishra, 2019, ArXiv.

Treating Epilepsy via Adaptive Neurostimulation: a Reinforcement Learning Approach

Joelle Pineau, Robert D. Vincent, Arthur Guez, 2009, Int. J. Neural Syst..

Multi-tasking SLAM

Joelle Pineau, Arthur Guez, A. Guez, 2010, 2010 IEEE International Conference on Robotics and Automation.

Value-driven Hindsight Modelling pdf

Fabio Viola, Doina Precup, David Silver, 2020, NeurIPS.

Beyond Tabula-Rasa: a Modular Reinforcement Learning Approach for Physically Embedded 3D Sokoban pdf

Andrew Jaegle, Nicolas Heess, Lars Buesing, 2020, ArXiv.

Mastering the game of Go without human knowledge

Demis Hassabis, Karen Simonyan, Fan Hui, 2017, Nature.

Bayes-Adaptive Simulation-based Search with Value Function Approximation

Peter Dayan, David Silver, Nicolas Heess, 2014, NIPS.

Mastering the game of Go with deep neural networks and tree search

Demis Hassabis, Koray Kavukcuoglu, David Silver, 2016, Nature.

Counterfactual Credit Assignment in Model-Free Reinforcement Learning pdf

Fabio Viola, Marcus Hutter, Nicolas Heess, 2020, ArXiv.

Counterfactual Credit Assignment in Model-Free Reinforcement Learning

Marcus Hutter, Nicolas Heess, Fabio Viola, 2020, ICML.

Muesli: Combining Improvements in Policy Optimization pdf

David Silver, Matteo Hessel, Fabio Viola, 2021, ICML.

Value-driven Hindsight Modelling pdf

Doina Precup, David Silver, Nicolas Heess, 2020, NeurIPS.

Adaptive control of epileptiform excitability in an in vitro model of limbic seizures

Joelle Pineau, Arthur Guez, Gabriella Panuccio, 2013, Experimental Neurology.