Title
Flatland-RL : Multi-Agent Reinforcement Learning on Trains Sharada Mohanty Erik Nygren Florian Laurent Manuel Schneider Christian Scheller ... Christian Baumberger Gereon Vienken Irene Sturm Guillaume Sartoretti G. Spigler OffRL 98 58 0 10 Dec 2020
Imitating Interactive Intelligence Josh Abramson Arun Ahuja Iain Barr Arthur Brussee Federico Carnevale ... Greg Wayne Duncan Williams Nathaniel Wong Chen Yan Rui Zhu LM&Ro 106 71 0 10 Dec 2020
An Efficient Asynchronous Method for Integrating Evolutionary and Gradient-based Policy Search Kyunghyun Lee Byeong-uk Lee Ukcheol Shin In So Kweon 163 23 0 10 Dec 2020
The Architectural Implications of Distributed Reinforcement Learning on CPU-GPU Systems A. Inci Evgeny Bolotin Yaosheng Fu Gal Dalal Shie Mannor D. Nellans Diana Marculescu AI4CE 48 13 0 08 Dec 2020
Planning from Pixels using Inverse Dynamics Models Keiran Paster Sheila A. McIlraith Jimmy Ba BDL 75 41 0 04 Dec 2020
Optimizing the Neural Architecture of Reinforcement Learning Agents Nina Mazyavkina S. Moustafa I. Trofimov Evgeny Burnaev AI4CE 78 4 0 30 Nov 2020
Reinforcement Learning for Robust Missile Autopilot Design Bernardo Cortez 25 2 0 26 Nov 2020
TLeague: A Framework for Competitive Self-Play based Distributed Multi-Agent Reinforcement Learning Peng Sun Jiechao Xiong Lei Han Xinghai Sun Shuxing Li Jiawei Xu Meng Fang Zhengyou Zhang OffRL LRM 81 19 0 25 Nov 2020
RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem Eric Liang Zhanghao Wu Michael Luo Sven Mika Joseph E. Gonzalez Ion Stoica AI4CE 74 12 0 25 Nov 2020
Towards Playing Full MOBA Games with Deep Reinforcement Learning Deheng Ye Guibin Chen Wen Zhang Sheng Chen Bo Yuan ... Tengfei Shi Qiang Fu Wei Yang Lanxiao Huang Wei Liu 97 188 0 25 Nov 2020
Enhanced Scene Specificity with Sparse Dynamic Value Estimation Jaskirat Singh Liang Zheng 43 0 0 25 Nov 2020
Generative Adversarial Simulator Jonathan Raiman GAN 19 0 0 23 Nov 2020
Distributed Deep Reinforcement Learning: An Overview Mohammad Reza Samsami Hossein Alimadad OffRL 43 27 0 22 Nov 2020
Using Unity to Help Solve Intelligence Tom Ward Andrew Bolt Nik Hemmings Simon Carter Manuel Sanchez ... Jay Lemmon J. Coe Piotr Trochim T. Handley Adrian Bolton 71 18 0 18 Nov 2020
Tonic: A Deep Reinforcement Learning Library for Fast Prototyping and Benchmarking Fabio Pardo OffRL 69 31 0 15 Nov 2020
Critic PI2: Master Continuous Planning via Policy Improvement with Path Integrals and Deep Actor-Critic Reinforcement Learning Jiajun Fan He Ba Xian Guo Jianye Hao OffRL 49 5 0 13 Nov 2020
Hierarchical Reinforcement Learning for Relay Selection and Power Optimization in Two-Hop Cooperative Relay Network Yuanzhe Geng Erwu Liu Rui Wang Yiming Liu 22 0 0 10 Nov 2020
Deep reinforcement learning for RAN optimization and control Yu Chen Jie Chen G. Krishnamurthi Huijing Yang Huahui Wang Wenjie Zhao 39 1 0 09 Nov 2020
From Eye-blinks to State Construction: Diagnostic Benchmarks for Online Representation Learning Banafsheh Rafiee Zaheer Abbas Sina Ghiassian Raksha Kumaraswamy R. Sutton Elliot A. Ludvig Adam White OffRL 67 17 0 09 Nov 2020
Hybrid Supervised Reinforced Model for Dialogue Systems Carlos Miranda Y. Kessaci BDL OffRL 25 0 0 04 Nov 2020
A Study of Policy Gradient on a Class of Exactly Solvable Models Gavin McCracken Colin Daniels Rosie Zhao Anna M. Brandenberger Prakash Panangaden Doina Precup 45 0 0 03 Nov 2020
Instance based Generalization in Reinforcement Learning Martín Bertrán Natalia Martínez Mariano Phielipp Guillermo Sapiro OffRL 105 17 0 02 Nov 2020
Cooperative Heterogeneous Deep Reinforcement Learning Han Zheng Pengfei Wei Jing Jiang Guodong Long Qinghua Lu Chengqi Zhang 96 12 0 02 Nov 2020
Reinforcement Learning of Causal Variables Using Mediation Analysis Tue Herlau Rasmus Larsen OOD CML 66 8 0 29 Oct 2020
Understanding the Pathologies of Approximate Policy Evaluation when Combined with Greedification in Reinforcement Learning Kenny Young R. Sutton 48 9 0 28 Oct 2020
Refactoring Policy for Compositional Generalizability using Self-Supervised Object Proposals Tongzhou Mu Jiayuan Gu Zhiwei Jia Hao Tang Hao Su 77 13 0 26 Oct 2020
Meta-trained agents implement Bayes-optimal agents Vladimir Mikulik Grégoire Delétang Tom McGrath Tim Genewein Miljan Martic Shane Legg Pedro A. Ortega OOD FedML 93 43 0 21 Oct 2020
Deep Q-Network-based Adaptive Alert Threshold Selection Policy for Payment Fraud Systems in Retail Banking Hongda Shen Eren Kurshan 72 21 0 21 Oct 2020
Improving Generalization in Reinforcement Learning with Mixture Regularization Kaixin Wang Bingyi Kang Jie Shao Jiashi Feng 188 120 0 21 Oct 2020
Negotiating Team Formation Using Deep Reinforcement Learning Yoram Bachrach Richard Everett Edward Hughes Angeliki Lazaridou Joel Z Leibo Marc Lanctot Michael Bradley Johanson Wojciech M. Czarnecki T. Graepel 109 36 0 20 Oct 2020
Model-free conventions in multi-agent reinforcement learning with heterogeneous preferences Raphael Köster Kevin R. McKee Richard Everett Laura Weidinger William S. Isaac Edward Hughes Edgar A. Duénez-Guzmán T. Graepel M. Botvinick Joel Z Leibo 90 23 0 18 Oct 2020
A Learning Approach to Robot-Agnostic Force-Guided High Precision Assembly Jieliang Luo Hui Li 101 18 0 15 Oct 2020
Local Search for Policy Iteration in Continuous Control Jost Tobias Springenberg N. Heess D. Mankowitz J. Merel Arunkumar Byravan ... Julian Schrittwieser Yuval Tassa J. Buchli Dan Belov Martin Riedmiller OffRL 82 15 0 12 Oct 2020
Learning Intrinsic Symbolic Rewards in Reinforcement Learning Hassam Sheikh Shauharda Khadka Santiago Miret Somdeb Majumdar OffRL 69 7 0 08 Oct 2020
Human-Level Performance in No-Press Diplomacy via Equilibrium Search Jonathan Gray Adam Lerer A. Bakhtin Noam Brown 123 51 0 06 Oct 2020
Episodic Memory for Learning Subjective-Timescale Models Alexey Zakharov Matthew Crosby Zafeirios Fountas 41 4 0 03 Oct 2020
Beyond Tabula-Rasa: a Modular Reinforcement Learning Approach for Physically Embedded 3D Sokoban Peter Karkus M. Berk Mirza A. Guez Andrew Jaegle Timothy Lillicrap Lars Buesing N. Heess T. Weber OffRL 67 8 0 03 Oct 2020
D3C: Reducing the Price of Anarchy in Multi-Agent Learning I. Gemp Kevin R. McKee Richard Everett Edgar A. Duénez-Guzmán Yoram Bachrach David Balduzzi Andrea Tacchetti 122 18 0 01 Oct 2020
Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution Vihang Patil M. Hofmarcher Marius-Constantin Dinu Matthias Dorfer P. Blies Johannes Brandstetter Jose A. Arjona-Medina Sepp Hochreiter 140 44 0 29 Sep 2020
Lucid Dreaming for Experience Replay: Refreshing Past States with the Current Policy Yunshu Du Garrett A. Warnell A. Gebremedhin Peter Stone Matthew E. Taylor 58 11 0 29 Sep 2020
Enhancing Continuous Control of Mobile Robots for End-to-End Visual Active Tracking Alessandro Devo Alberto Dionigi G. Costante 29 27 0 28 Sep 2020
Distributed Structured Actor-Critic Reinforcement Learning for Universal Dialogue Management Zhi Chen Lu Chen Xiaoyuan Liu Kai Yu 87 20 0 22 Sep 2020
Efficient Reinforcement Learning Development with RLzoo Zihan Ding Tianyang Yu Yanhua Huang Hongming Zhang Guo Li Quancheng Guo Kai Zou Hao Dong OffRL OnRL 44 6 0 18 Sep 2020
Physically Embedded Planning Problems: New Challenges for Reinforcement Learning M. Berk Mirza Andrew Jaegle Jonathan J. Hunt A. Guez S. Tunyasuvunakool ... Peter Karkus S. Racanière Lars Buesing Timothy Lillicrap N. Heess AI4CE 79 12 0 11 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 234 630 0 10 Sep 2020
Importance Weighted Policy Learning and Adaptation Alexandre Galashov Jakub Sygnowski Guillaume Desjardins Jan Humplik Leonard Hasenclever Rae Jeong Yee Whye Teh N. Heess OffRL 88 1 0 10 Sep 2020
Phasic Policy Gradient K. Cobbe Jacob Hilton Oleg Klimov John Schulman OffRL 100 160 0 09 Sep 2020
Grounded Language Learning Fast and Slow Felix Hill O. Tieleman Tamara von Glehn Nathaniel Wong Hamza Merzic S. Clark LM&Ro 166 81 0 03 Sep 2020
Sample-Efficient Automated Deep Reinforcement Learning Jörg Franke Gregor Koehler André Biedenkapp Frank Hutter 114 42 0 03 Sep 2020
Dynamic Scheduling for Stochastic Edge-Cloud Computing Environments using A3C learning and Residual Recurrent Neural Networks Shreshth Tuli Shashikant Ilager K. Ramamohanarao Rajkumar Buyya 69 179 0 01 Sep 2020