Title
Guarantees for Self-Play in Multiplayer Games via Polymatrix Decomposability Revan MacQueen James R. Wright 81 2 0 17 Oct 2023
Welfare Diplomacy: Benchmarking Language Model Cooperation Gabriel Mukobi Hannah Erlebach Niklas Lauffer Lewis Hammond Alan Chan Jesse Clifton LM&Ro 92 27 0 13 Oct 2023
Quantifying Agent Interaction in Multi-agent Reinforcement Learning for Cost-efficient Generalization Yuxin Chen Chen Tang Ran Tian Chenran Li Jinning Li Masayoshi Tomizuka Wei Zhan 92 3 0 11 Oct 2023
Fictitious Cross-Play: Learning Global Nash Equilibrium in Mixed Cooperative-Competitive Games Zelai Xu Yancheng Liang Chao Yu Yu Wang Yi Wu 93 9 0 05 Oct 2023
LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models Saaket Agashe Yue Fan Anthony Reyna Xin Eric Wang LLMAG LRM 162 16 0 05 Oct 2023
Towards Few-shot Coordination: Revisiting Ad-hoc Teamplay Challenge In the Game of Hanabi Hadi Nekoei Xutong Zhao Janarthanan Rajendran Miao Liu Sarath Chandar 50 5 0 20 Aug 2023
Never Explore Repeatedly in Multi-Agent Reinforcement Learning Chenghao Li Tonghan Wang Chongjie Zhang Qianchuan Zhao 74 2 0 19 Aug 2023
Minimum Coverage Sets for Training Robust Ad Hoc Teamwork Agents Arrasy Rahman Jiaxun Cui Peter Stone 82 13 0 18 Aug 2023
PyTAG: Challenges and Opportunities for Reinforcement Learning in Tabletop Games Martin Balla G. E. Long Dominik Jeurissen J. Goodman Raluca D. Gaina Diego Perez-Liebana LMTD OffRL OnRL 87 1 0 19 Jul 2023
Building Cooperative Embodied Agents Modularly with Large Language Models Hongxin Zhang Weihua Du Jiaming Shan Qinhong Zhou Yilun Du J. Tenenbaum Tianmin Shu Chuang Gan LLMAG LM&Ro 126 178 0 05 Jul 2023
RaidEnv: Exploring New Challenges in Automated Content Balancing for Boss Raid Games Hyeonchang Jeon In-Chang Baek Cheong-mok Bae Taehwa Park Wonsang You Taegwan Ha Hoyun Jung Jinha Noh Seungwon Oh Kyung-Joong Kim 106 11 0 04 Jul 2023
IMP-MARL: a Suite of Environments for Large-scale Infrastructure Management Planning via MARL Pascal Leroy P. G. Morato J. Pisane A. Kolios D. Ernst OffRL 100 9 0 20 Jun 2023
Who Needs to Know? Minimal Knowledge for Optimal Coordination Niklas Lauffer Ameesh Shah Micah Carroll Michael Dennis Stuart J. Russell 59 6 0 15 Jun 2023
Tackling Cooperative Incompatibility for Zero-Shot Human-AI Coordination Yang Li Shao Zhang Jichen Sun Wenhao Zhang Yali Du Ying Wen Xinbing Wang Wei Pan 105 17 0 05 Jun 2023
Adaptive Coordination in Social Embodied Rearrangement Andrew Szot Unnat Jain Dhruv Batra Z. Kira Ruta Desai Akshara Rai 78 14 0 31 May 2023
Decision-Oriented Dialogue for Human-AI Collaboration Jessy Lin Nicholas Tomlin Jacob Andreas J. Eisner LLMAG 118 28 0 31 May 2023
Strategic Reasoning with Language Models Kanishk Gandhi Dorsa Sadigh Noah D. Goodman LM&Ro LRM 81 41 0 30 May 2023
A Hierarchical Approach to Population Training for Human-AI Collaboration Yi Loo Chen Gong Malika Meghjani 57 8 0 26 May 2023
SMAClite: A Lightweight Environment for Multi-Agent Reinforcement Learning Adam Michalski Filippos Christianos Stefano V. Albrecht 52 4 0 09 May 2023
Games for Artificial Intelligence Research: A Review and Perspectives Chengpeng Hu Yunlong Zhao Ziqi Wang Haocheng Du Jialin Liu AI4CE 85 13 0 26 Apr 2023
The Update-Equivalence Framework for Decision-Time Planning Samuel Sokota Gabriele Farina David J. Wu Hengyuan Hu Kevin A. Wang J. Zico Kolter Noam Brown 128 4 0 25 Apr 2023
Language Instructed Reinforcement Learning for Human-AI Coordination Hengyuan Hu Dorsa Sadigh LM&Ro 96 64 0 13 Apr 2023
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Ge Li Hasan Hammoud Hani Itani Dmitrii Khizbullin Guohao Li SyDa ALM 178 521 0 31 Mar 2023
Behavioral Differences is the Key of Ad-hoc Team Cooperation in Multiplayer Games Hanabi Hyeonchang Jeon Kyung-Joong Kim 27 0 0 12 Mar 2023
Models of symbol emergence in communication: a conceptual review and a guide for avoiding local minima Julian Zubek Tomasz Korbak J. Rączaszek-Leonardi 60 3 0 08 Mar 2023
Computational Language Acquisition with Theory of Mind Andy Liu Hao Zhu Emmy Liu Yonatan Bisk Graham Neubig LLMAG AI4CE 80 18 0 02 Mar 2023
Population-based Evaluation in Repeated Rock-Paper-Scissors as a Benchmark for Multiagent Reinforcement Learning Marc Lanctot John Schultz Neil Burch Max O. Smith Daniel Hennes Thomas W. Anthony Julien Perolat OffRL 48 5 0 02 Mar 2023
Improving Zero-Shot Coordination Performance Based on Policy Similarity Lebin Yu Yunbo Qiu Quanming Yao Xudong Zhang Jian Wang 84 1 0 10 Feb 2023
Cooperative Open-ended Learning Framework for Zero-shot Coordination Yang Li Shao Zhang Jichen Sun Yali Du Ying Wen Xinbing Wang Wei Pan 131 24 0 09 Feb 2023
Dealing With Non-stationarity in Decentralized Cooperative Multi-Agent Deep Reinforcement Learning via Multi-Timescale Learning Hadi Nekoei Akilesh Badrinaaraayanan Amit Sinha Mohammad Amini Janarthanan Rajendran Aditya Mahajan Sarath Chandar 64 17 0 06 Feb 2023
Abstracting Imperfect Information Away from Two-Player Zero-Sum Games Samuel Sokota Ryan DÓrazio Chun Kai Ling David J. Wu J. Zico Kolter Noam Brown 100 4 0 22 Jan 2023
NOPA: Neurally-guided Online Probabilistic Assistance for Building Socially Intelligent Home Assistants Xavier Puig Tianmin Shu J. Tenenbaum Antonio Torralba 56 22 0 12 Jan 2023
SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning Benjamin Ellis Jonathan Cook S. Moalla Mikayel Samvelyan Mingfei Sun Anuj Mahajan Jakob N. Foerster Shimon Whiteson 135 94 0 14 Dec 2022
Credit-cognisant reinforcement learning for multi-agent cooperation F. Bredell S. M. I. H. A. Engelbrecht M. I. J. C. Schoeman 25 0 0 18 Nov 2022
Knowing the Past to Predict the Future: Reinforcement Virtual Learning Peng Zhang Yawen Huang Bingzhang Hu Shizheng Wang Haoran Duan Noura Al Moubayed Yefeng Zheng Yang Long OffRL 62 0 0 02 Nov 2022
Coordination with Humans via Strategy Matching Michelle Zhao Reid G. Simmons H. Admoni 80 10 0 27 Oct 2022
Equivariant Networks for Zero-Shot Coordination Darius Muglich Christian Schroeder de Witt Elise van der Pol Shimon Whiteson Jakob N. Foerster 111 14 0 21 Oct 2022
Human-AI Coordination via Human-Regularized Search and Learning Hengyuan Hu David J. Wu Adam Lerer Jakob N. Foerster Noam Brown 70 7 0 11 Oct 2022
MARLlib: A Scalable and Efficient Multi-agent Reinforcement Learning Library Siyi Hu Yifan Zhong Minquan Gao Weixun Wang Hao Dong Xiaodan Liang Zhihui Li Xiaojun Chang Yaodong Yang 99 17 0 11 Oct 2022
Combining Theory of Mind and Abduction for Cooperation under Imperfect Information Nieves Montes Nardine Osman Carles Sierra 68 4 0 30 Sep 2022
Supervised and Reinforcement Learning from Observations in Reconnaissance Blind Chess T. Bertram Johannes Furnkranz Martin Müller SSL OnRL 100 7 0 03 Aug 2022
Mimetic Models: Ethical Implications of AI that Acts Like You Reid McIlroy-Young Jon M. Kleinberg S. Sen Solon Barocas Ashton Anderson 77 17 0 19 Jul 2022
K-level Reasoning for Zero-Shot Coordination in Hanabi Brandon Cui Hengyuan Hu Luis Pineda Jakob N. Foerster OffRL LRM 86 36 0 14 Jul 2022
Self-Explaining Deviations for Coordination Hengyuan Hu Samuel Sokota David J. Wu A. Bakhtin Andrei Lupu Brandon Cui Jakob N. Foerster 53 2 0 13 Jul 2022
Generalized Beliefs for Cooperative AI Darius Muglich L. Zintgraf Christian Schroeder de Witt Shimon Whiteson Jakob N. Foerster 90 7 0 26 Jun 2022
Nocturne: a scalable driving benchmark for bringing multi-agent learning one step closer to the real world Eugene Vinitsky Nathan Lichtlé Xiaomeng Yang Brandon Amos Jakob N. Foerster OffRL 150 54 0 20 Jun 2022
Policy Optimization for Markov Games: Unified Framework and Faster Convergence Runyu Zhang Qinghua Liu Haiquan Wang Caiming Xiong Na Li Yu Bai 87 26 0 06 Jun 2022
Policy Diagnosis via Measuring Role Diversity in Cooperative Multi-agent RL Siyi Hu Chuanlong Xie Xiaodan Liang Xiaojun Chang 56 22 0 01 Jun 2022
Continuously Discovering Novel Strategies via Reward-Switching Policy Optimization Zihan Zhou Wei Fu Bingliang Zhang Yi Wu 85 30 0 04 Apr 2022
Mind the gap: Challenges of deep learning approaches to Theory of Mind Jaan Aru Aqeel Labash Oriol Corcoll Raul Vicente 95 27 0 30 Mar 2022