Title
RRL: Resnet as representation for Reinforcement Learning Rutav Shah Vikash Kumar OffRL 107 115 0 07 Jul 2021
Evaluating the progress of Deep Reinforcement Learning in the real world: aligning domain-agnostic and domain-specific research J. Luis E. Crawley B. Cameron OffRL 77 6 0 07 Jul 2021
Collaborative Visual Navigation Haiyang Wang Wenguan Wang Xizhou Zhu Jifeng Dai Liwei Wang EgoV 100 20 0 02 Jul 2021
Distilling Reinforcement Learning Tricks for Video Games Anssi Kanervisto Christian Scheller Yanick Schraner Ville Hautamaki OffRL VLM 41 5 0 01 Jul 2021
Tuning Mixed Input Hyperparameters on the Fly for Efficient Population Based AutoRL Jack Parker-Holder Vu Nguyen Shaan Desai Stephen J. Roberts 73 18 0 30 Jun 2021
Deep Multiagent Reinforcement Learning: Challenges and Directions Annie Wong Thomas Bäck Anna V. Kononova Aske Plaat AI4CE 116 98 0 29 Jun 2021
Continuous Control with Deep Reinforcement Learning for Autonomous Vessels Nader Zare Bruno Brandoli Mahtab Sarvmaili Amilcar Soares Stan Matwin 109 8 0 27 Jun 2021
Brax -- A Differentiable Physics Engine for Large Scale Rigid Body Simulation C. Freeman Erik Frey Anton Raichuk Sertan Girgin Igor Mordatch Olivier Bachem 117 380 0 24 Jun 2021
EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization Ondrej Bohdal Yongxin Yang Timothy M. Hospedales 98 20 0 19 Jun 2021
Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers Luke Marris Paul Muller Marc Lanctot K. Tuyls T. Graepel 93 36 0 17 Jun 2021
Offline Policy Comparison under Limited Historical Agent-Environment Interactions Anton Dereventsov Joseph Daws Clayton Webster OffRL 65 3 0 07 Jun 2021
MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning Ming Zhou Bo Liu Hanjing Wang Muning Wen Runzhe Wu Ying Wen Yaodong Yang Weinan Zhang Jun Wang OffRL 61 49 0 05 Jun 2021
Detecting and Adapting to Novelty in Games Xiangyu Peng Jonathan C. Balloch Mark O. Riedl TTA 51 10 0 04 Jun 2021
From Motor Control to Team Play in Simulated Humanoid Football Siqi Liu Guy Lever Zhe Wang J. Merel S. M. Ali Eslami ... Tuomas Haarnoja Brendan D. Tracey K. Tuyls T. Graepel N. Heess 117 134 0 25 May 2021
Robust optimal policies for team Markov games Feng Huang M. Cao Long Wang 39 1 0 16 May 2021
Counter-Strike Deathmatch with Large-Scale Behavioural Cloning Tim Pearce Jun Zhu 95 47 0 09 Apr 2021
Simultaneous Navigation and Construction Benchmarking Environments Wenyu Han Chen Feng Haoran Wu Alexander Gao Armand Jordana Dong Liu Lerrel Pinto Ludovic Righetti 24 0 0 31 Mar 2021
Flatland Competition 2020: MAPF and MARL for Efficient Train Coordination on a Grid World Florian Laurent Manuel Schneider Christian Scheller J. Watson Jiaoyang Li ... Nilabha Bhattacharya Shivam Agarwal A. Egli Erik Nygren Sharada Mohanty 64 29 0 30 Mar 2021
Spatial Intention Maps for Multi-Agent Mobile Manipulation Jimmy Wu Xingyuan Sun Andy Zeng Shuran Song Szymon Rusinkiewicz Thomas Funkhouser 86 25 0 23 Mar 2021
Learning in Nonzero-Sum Stochastic Games with Potentials D. Mguni Yutong Wu Yali Du Yaodong Yang Ziyi Wang Minne Li Ying Wen Joel Jennings Jun Wang 117 46 0 16 Mar 2021
Modelling Behavioural Diversity for Learning in Open-Ended Games Nicolas Perez Nieves Yaodong Yang Oliver Slumbers D. Mguni Ying Wen Jun Wang 84 72 0 14 Mar 2021
XDO: A Double Oracle Algorithm for Extensive-Form Games Stephen Marcus McAleer John Lanier Kevin A. Wang Pierre Baldi Roy Fox 72 54 0 11 Mar 2021
Improving Context-Based Meta-Reinforcement Learning with Self-Supervised Trajectory Contrastive Learning Bernie Wang Si-ting Xu Kurt Keutzer Yang Gao Bichen Wu SSL OffRL 61 7 0 10 Mar 2021
Learning to Play Soccer From Scratch: Sample-Efficient Emergent Coordination through Curriculum-Learning and Competition Pavan Samtani Francisco Leiva Javier Ruiz-del-Solar 40 2 0 09 Mar 2021
A multi-agent reinforcement learning model of reputation and cooperation in human groups Kevin R. McKee Edward Hughes Tina Zhu Martin Chadwick Raphael Köster Antonio García Castañeda Charlie Beattie T. Graepel M. Botvinick Joel Z Leibo 73 9 0 08 Mar 2021
Esports Agents with a Theory of Mind: Towards Better Engagement, Education, and Engineering Murtuza N. Shergadwala M. S. El-Nasr 28 7 0 08 Mar 2021
Discovering Diverse Multi-Agent Strategic Behavior via Reward Randomization Zhen-Yu Tang Chao Yu Boyuan Chen Huazhe Xu Xiaolong Wang Fei Fang S. Du Yu Wang Yi Wu 121 55 0 08 Mar 2021
Low-Precision Reinforcement Learning: Running Soft Actor-Critic in Half Precision Johan Bjorck Xiangyu Chen Christopher De Sa Carla P. Gomes Kilian Q. Weinberger 135 6 0 26 Feb 2021
Credit Assignment with Meta-Policy Gradient for Multi-Agent Reinforcement Learning Jianzhun Shao Hongchang Zhang Yuhang Jiang Shuncheng He Xiangyang Ji 79 5 0 24 Feb 2021
Dealing with Non-Stationarity in MARL via Trust-Region Decomposition Wenhao Li Xiangfeng Wang Bo Jin Junjie Sheng H. Zha 131 9 0 21 Feb 2021
Quantifying the effects of environment and population diversity in multi-agent reinforcement learning Kevin R. McKee Joel Z Leibo Charlie Beattie Richard Everett 95 35 0 16 Feb 2021
Diverse Auto-Curriculum is Critical for Successful Real-World Multiagent Learning Systems Yaodong Yang Jun Luo Ying Wen Oliver Slumbers D. Graves H. Ammar Jun Wang Matthew E. Taylor 71 39 0 15 Feb 2021
Modelling Cooperation in Network Games with Spatio-Temporal Complexity Michiel A. Bakker Richard Everett Laura Weidinger Iason Gabriel William S. Isaac Joel Z Leibo Edward Hughes 61 5 0 13 Feb 2021
Derivative-Free Reinforcement Learning: A Review Hong Qian Yang Yu OffRL 142 42 0 10 Feb 2021
Multi-Agent Coordination in Adversarial Environments through Signal Mediated Strategies Federico Cacciamani A. Celli Marco Ciccone N. Gatti 53 8 0 09 Feb 2021
Alchemy: A benchmark and analysis toolkit for meta-reinforcement learning agents Jane X. Wang Michael King Nicolas Porcel Z. Kurth-Nelson Tina Zhu ... Neil C. Rabinowitz Loic Matthey Demis Hassabis Alexander Lerchner M. Botvinick OffRL 91 33 0 04 Feb 2021
Player-AI Interaction: What Neural Network Games Reveal About AI as Play Jichen Zhu Jennifer Villareale Nithesh Javvaji S. Risi Mathias Löwe Rush Weigelt Casper Harteveld 67 40 0 15 Jan 2021
Training Learned Optimizers with Randomly Initialized Learned Optimizers Luke Metz C. Freeman Niru Maheswaranathan Jascha Narain Sohl-Dickstein 109 12 0 14 Jan 2021
Evaluating the Robustness of Collaborative Agents P. Knott Micah Carroll Sam Devlin K. Ciosek Katja Hofmann Anca Dragan Rohin Shah 67 36 0 14 Jan 2021
Infinite-dimensional Folded-in-time Deep Neural Networks Florian Stelzer H. Berlin ODL AI4CE 64 0 0 08 Jan 2021
Adaptive Synthetic Characters for Military Training Volkan Ustun Rajay Kumar Adam Reilly Seyed Sajjadi Andrew Miller AI4CE 31 10 0 06 Jan 2021
Which Heroes to Pick? Learning to Draft in MOBA Games with Neural Networks and Tree Search Sheng Chen Menghui Zhu Deheng Ye Weinan Zhang Qiang Fu Wei Yang 126 30 0 18 Dec 2020
Open Problems in Cooperative AI Allan Dafoe Edward Hughes Yoram Bachrach Tantum Collins Kevin R. McKee Joel Z Leibo Kate Larson T. Graepel 124 203 0 15 Dec 2020
Robust Multi-Agent Reinforcement Learning with Social Empowerment for Coordination and Communication T. V. D. Heiden Christoph Salge E. Gavves H. V. Hoof 48 9 0 15 Dec 2020
OpenHoldem: A Benchmark for Large-Scale Imperfect-Information Game Research Kai Li Hang Xu Enmin Zhao Zhe Wu Junliang Xing VLM 72 0 0 11 Dec 2020
Applied Machine Learning for Games: A Graduate School Course Yilei Zeng Aayush Shah Jameson Thai M. Zyda AI4CE 69 3 0 30 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 73 19 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
Supervised Learning Achieves Human-Level Performance in MOBA Games: A Case Study of Honor of Kings Deheng Ye Guibin Chen P. Zhao Fuhao Qiu Bo Yuan ... Liang Wang Tengfei Shi Qiang Fu Wei Yang Lanxiao Huang 86 50 0 25 Nov 2020
Deep Neural Networks using a Single Neuron: Folded-in-Time Architecture using Feedback-Modulated Delay Loops Florian Stelzer André Röhm Raul Vicente Ingo Fischer University of Tartu AI4CE 73 49 0 19 Nov 2020