Title
Learning Representations in Reinforcement Learning:An Information Bottleneck Approach Yingjun Pei Xinwen Hou SSL 39 10 0 12 Nov 2019
Provably Convergent Two-Timescale Off-Policy Actor-Critic with Function Approximation Shangtong Zhang Bo Liu Hengshuai Yao Shimon Whiteson OffRL 29 8 0 11 Nov 2019
Multi-Agent Connected Autonomous Driving using Deep Reinforcement Learning Praveen Palanisamy 45 142 0 11 Nov 2019
DeepRacer: Educational Autonomous Racing Platform for Experimentation with Sim2Real Reinforcement Learning Bharathan Balaji S. Mallya Sahika Genc Saurabh Gupta Leo Dirac ... Yunzhe Tao Brian Townsend E. Calleja Sunil Muralidhara Dhanasekar Karuppasamy 21 56 0 05 Nov 2019
Keeping Your Distance: Solving Sparse Reward Tasks Using Self-Balancing Shaped Rewards Alexander R. Trott Stephan Zheng Caiming Xiong R. Socher 66 109 0 04 Nov 2019
Gradient-based Adaptive Markov Chain Monte Carlo Michalis K. Titsias P. Dellaportas BDL 39 22 0 04 Nov 2019
DD-PPO: Learning Near-Perfect PointGoal Navigators from 2.5 Billion Frames Erik Wijmans Abhishek Kadian Ari S. Morcos Stefan Lee Irfan Essa Devi Parikh Manolis Savva Dhruv Batra 42 469 0 01 Nov 2019
Generalization of Reinforcement Learners with Working and Episodic Memory Meire Fortunato Melissa Tan Ryan Faulkner Steven Hansen Adria Puigdomenech Badia Gavin Buttimore Charlie Deck Joel Z Leibo Charles Blundell 27 70 0 29 Oct 2019
Asynchronous Methods for Model-Based Reinforcement Learning Yunzhi Zhang I. Clavera Bo-Yu Tsai Pieter Abbeel OffRL 19 27 0 28 Oct 2019
Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning Tianhe Yu Deirdre Quillen Zhanpeng He Ryan Julian Avnish Narayan Hayden Shively Adithya Bellathur Karol Hausman Chelsea Finn Sergey Levine OffRL 101 1,132 0 24 Oct 2019
Improving the Gating Mechanism of Recurrent Neural Networks Albert Gu Çağlar Gülçehre T. Paine Matthew W. Hoffman Razvan Pascanu AI4CE 19 2 0 22 Oct 2019
Collaborative Graph Walk for Semi-supervised Multi-Label Node Classification Uchenna Akujuobi Yufei Han Qiannan Zhang Xiangliang Zhang 25 16 0 22 Oct 2019
Modelling Generalized Forces with Reinforcement Learning for Sim-to-Real Transfer Rae Jeong Jackie Kay Francesco Romano Thomas Lampe Thomas Rothörl A. Abdolmaleki Tom Erez Yuval Tassa F. Nori 6 23 0 21 Oct 2019
Dealing with Sparse Rewards in Reinforcement Learning J. Hare 21 77 0 21 Oct 2019
Regularization Matters in Policy Optimization Zhuang Liu Xuanlin Li Bingyi Kang Trevor Darrell OffRL 25 33 0 21 Oct 2019
Dynamic Subgoal-based Exploration via Bayesian Optimization Yijia Wang Matthias Poloczek Daniel R. Jiang 34 3 0 21 Oct 2019
RTFM: Generalising to Novel Environment Dynamics via Reading Victor Zhong Tim Rocktaschel Edward Grefenstette LLMAG OffRL AI4CE 19 54 0 18 Oct 2019
A Hybrid Compact Neural Architecture for Visual Place Recognition Marvin Chancán Luis Hernandez-Nunez A. Narendra A. Barron Michael Milford 25 55 0 15 Oct 2019
Stabilizing Transformers for Reinforcement Learning Emilio Parisotto H. F. Song Jack W. Rae Razvan Pascanu Çağlar Gülçehre ... Aidan Clark Seb Noury M. Botvinick N. Heess R. Hadsell OffRL 22 360 0 13 Oct 2019
CityLearn: Diverse Real-World Environments for Sample-Efficient Navigation Policy Learning Marvin Chancán Michael Milford SSL 27 5 0 10 Oct 2019
Imagined Value Gradients: Model-Based Policy Optimization with Transferable Latent Dynamics Models Arunkumar Byravan Jost Tobias Springenberg A. Abdolmaleki Roland Hafner Michael Neunert Thomas Lampe Noah Y. Siegel N. Heess Martin Riedmiller OffRL 11 41 0 09 Oct 2019
MVFST-RL: An Asynchronous RL Framework for Congestion Control with Delayed Actions V. Sivakumar Olivier Delalleau Tim Rocktaschel Alexander H. Miller Heinrich Küttler Nantas Nardelli Michael G. Rabbat Joelle Pineau Sebastian Riedel 18 36 0 09 Oct 2019
Policy Optimization Through Approximate Importance Sampling Marcin Tomczak Dongho Kim Peter Vrancx Kyungmin Kim 17 4 0 09 Oct 2019
TorchBeast: A PyTorch Platform for Distributed RL Heinrich Küttler Nantas Nardelli Thibaut Lavril Marco Selvatici V. Sivakumar Tim Rocktaschel Edward Grefenstette OffRL 19 58 0 08 Oct 2019
QuaRL: Quantization for Fast and Environmentally Sustainable Reinforcement Learning Srivatsan Krishnan Maximilian Lam Sharad Chitlangia Zishen Wan Gabriel Barth-Maron Aleksandra Faust Vijay Janapa Reddi MQ 29 23 0 02 Oct 2019
Environmental drivers of systematicity and generalization in a situated agent Felix Hill Andrew Kyle Lampinen R. Schneider S. Clark M. Botvinick James L. McClelland Adam Santoro OOD 14 103 0 01 Oct 2019
SURREAL-System: Fully-Integrated Stack for Distributed Deep Reinforcement Learning Linxi Fan Yuke Zhu Jiren Zhu Zihua Liu Orien Zeng Anchit Gupta Joan Creus-Costa Silvio Savarese Li Fei-Fei OffRL GNN 43 3 0 27 Sep 2019
Automated curricula through setter-solver interactions S. Racanière Andrew Kyle Lampinen Adam Santoro David P. Reichert Vlad Firoiu Timothy Lillicrap 31 53 0 27 Sep 2019
V-MPO: On-Policy Maximum a Posteriori Policy Optimization for Discrete and Continuous Control H. F. Song A. Abdolmaleki Jost Tobias Springenberg Aidan Clark Hubert Soyer ... Dhruva Tirumala N. Heess Dan Belov Martin Riedmiller M. Botvinick 37 121 0 26 Sep 2019
MERL: Multi-Head Reinforcement Learning Yannis Flet-Berliac Philippe Preux OffRL 11 13 0 26 Sep 2019
Off-Policy Actor-Critic with Shared Experience Replay Simon Schmitt Matteo Hessel Karen Simonyan OffRL 27 68 0 25 Sep 2019
The Animal-AI Environment: Training and Testing Animal-Like Artificial Cognition Benjamin Beyret José Hernández-Orallo Lucy G. Cheke Marta Halina Murray Shanahan Matthew Crosby 19 35 0 12 Sep 2019
Discovery of Useful Questions as Auxiliary Tasks Vivek Veeriah Matteo Hessel Zhongwen Xu Richard L. Lewis Janarthanan Rajendran Junhyuk Oh H. V. Hasselt David Silver Satinder Singh LLMAG 22 86 0 10 Sep 2019
Logic and the $2$ -Simplicial Transformer James Clift D. Doryn Daniel Murfet James Wallbridge NAI 21 3 0 02 Sep 2019
An Open-Source Framework for Adaptive Traffic Signal Control Wade Genders S. Razavi 14 29 0 01 Sep 2019
Neural Policy Gradient Methods: Global Optimality and Rates of Convergence Lingxiao Wang Qi Cai Zhuoran Yang Zhaoran Wang 25 236 0 29 Aug 2019
Dynamics-aware Embeddings William F. Whitney Rajat Agarwal Kyunghyun Cho Abhinav Gupta SSL 25 53 0 25 Aug 2019
Feature Partitioning for Efficient Multi-Task Architectures Alejandro Newell Lu Jiang Chong-Jun Wang Li-Jia Li Jia Deng 30 17 0 12 Aug 2019
Free-Lunch Saliency via Attention in Atari Agents Dmitry Nikulin A. Ianina Vladimir Aliev Sergey I. Nikolenko FAtt 25 24 0 07 Aug 2019
Benchmarking Bonus-Based Exploration Methods on the Arcade Learning Environment Adrien Ali Taïga W. Fedus Marlos C. Machado Aaron Courville Marc G. Bellemare 12 40 0 06 Aug 2019
Google Research Football: A Novel Reinforcement Learning Environment Karol Kurach Anton Raichuk Piotr Stańczyk Michal Zajac Olivier Bachem ... C. Riquelme Damien Vincent Marcin Michalski Olivier Bousquet Sylvain Gelly 54 398 0 25 Jul 2019
Variance Reduction in Actor Critic Methods (ACM) Eric Benhamou OffRL 18 143 0 23 Jul 2019
Accelerating Reinforcement Learning through GPU Atari Emulation Steven Dalton I. Frosio M. Garland ELM 27 9 0 19 Jul 2019
Proximal Policy Optimization with Mixed Distributed Training Zhenyu Zhang Xiangfeng Luo Tong Liu Shaorong Xie Jianshu Wang Wei Wang Heng Chang Yan Peng OffRL 24 21 0 15 Jul 2019
Learning Safe Unlabeled Multi-Robot Planning with Motion Constraints Arbaaz Khan Chi Zhang Shuo Li J. Wu Brent Schlotfeldt Sarah Tang Alejandro Ribeiro Osbert Bastani Vijay Kumar 14 28 0 11 Jul 2019
On Inductive Biases in Deep Reinforcement Learning Matteo Hessel H. V. Hasselt Joseph Modayil David Silver AI4CE 30 41 0 05 Jul 2019
Attentive Multi-Task Deep Reinforcement Learning Timo Bram Gino Brunner Oliver Richter Roger Wattenhofer CLL 23 18 0 05 Jul 2019
Generalizing from a few environments in safety-critical reinforcement learning Zachary Kenton Angelos Filos Owain Evans Y. Gal 10 16 0 02 Jul 2019
Growing Action Spaces Gregory Farquhar Laura Gustafson Zeming Lin Shimon Whiteson Nicolas Usunier Gabriel Synnaeve 14 38 0 28 Jun 2019
Learning Policies through Quantile Regression Oliver Richter Roger Wattenhofer 16 0 0 27 Jun 2019