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QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning

30 March 2018

Tabish Rashid

Mikayel Samvelyan

Christian Schroeder de Witt

Papers citing "QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning"

50 / 753 papers shown

Title
A Deep Reinforcement Learning Approach for Finding Non-Exploitable Strategies in Two-Player Atari Games Zihan Ding DiJia Su Qinghua Liu Chi Jin 73 3 0 18 Jul 2022
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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
Scalable Model-based Policy Optimization for Decentralized Networked Systems Yali Du Chengdong Ma Yuchen Liu Runji Lin Hao Dong Jun Wang Yaodong Yang 85 10 0 13 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
DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization Wenze Chen Shiyu Huang Yuan Chiang Tim Pearce Wei-Wei Tu Tingling Chen Jun Zhu 89 9 0 12 Jul 2022
Towards Global Optimality in Cooperative MARL with the Transformation And Distillation Framework Jianing Ye Chenghao Li Jianhao Wang Chongjie Zhang 87 4 0 12 Jul 2022
Interaction Pattern Disentangling for Multi-Agent Reinforcement Learning Shunyu Liu Mingli Song Yihe Zhou Na Yu Kaixuan Chen Zunlei Feng Mingli Song 58 10 0 08 Jul 2022
Learning-based Autonomous Channel Access in the Presence of Hidden Terminals Yulin Shao Yucheng Cai Taotao Wang Ziyang Guo Peng Liu Jiajun Luo Deniz Gunduz 59 7 0 07 Jul 2022
Learning Task Embeddings for Teamwork Adaptation in Multi-Agent Reinforcement Learning Lukas Schafer Filippos Christianos Amos Storkey Stefano V. Albrecht 51 7 0 05 Jul 2022
The StarCraft Multi-Agent Challenges+ : Learning of Multi-Stage Tasks and Environmental Factors without Precise Reward Functions Mingyu Kim Ji-Yun Oh Yongsik Lee Joonkee Kim S. Kim Song Chong Se-Young Yun 64 2 0 05 Jul 2022
NVIF: Neighboring Variational Information Flow for Large-Scale Cooperative Multi-Agent Scenarios Jiajun Chai Yuanheng Zhu Dongbin Zhao 58 0 0 03 Jul 2022
Risk Perspective Exploration in Distributional Reinforcement Learning Ji-Yun Oh Joonkee Kim Se-Young Yun 48 5 0 28 Jun 2022
Toward multi-target self-organizing pursuit in a partially observable Markov game Lijun Sun Yu-Cheng Chang Chao Lyu Ye-ling Shi Yuhui Shi Chin-Teng Lin 60 9 0 24 Jun 2022
PAC: Assisted Value Factorisation with Counterfactual Predictions in Multi-Agent Reinforcement Learning Hanhan Zhou Tian-Shing Lan Vaneet Aggarwal 94 4 0 22 Jun 2022
POGEMA: Partially Observable Grid Environment for Multiple Agents Alexey Skrynnik Anton Andreychuk Konstantin Yakovlev Aleksandr I. Panov 24 6 0 22 Jun 2022
Certifiably Robust Policy Learning against Adversarial Communication in Multi-agent Systems Yanchao Sun Ruijie Zheng Parisa Hassanzadeh Yongyuan Liang Soheil Feizi Sumitra Ganesh Furong Huang AAML 82 10 0 21 Jun 2022
MASER: Multi-Agent Reinforcement Learning with Subgoals Generated from Experience Replay Buffer Jeewon Jeon Woojun Kim Whiyoung Jung Young-Jin Sung 70 35 0 20 Jun 2022
S2RL: Do We Really Need to Perceive All States in Deep Multi-Agent Reinforcement Learning? Shuang Luo Yinchuan Li Jiahui Li Kun Kuang Furui Liu Yunfeng Shao Chao-Xiang Wu OffRL 58 6 0 20 Jun 2022
Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning Wei Fu Chao Yu Zelai Xu Jiaqi Yang Yi Wu 100 35 0 15 Jun 2022
Universally Expressive Communication in Multi-Agent Reinforcement Learning Matthew Morris Thomas D. Barrett Arnu Pretorius 75 4 0 14 Jun 2022
Finite-Time Analysis of Fully Decentralized Single-Timescale Actor-Critic Qijun Luo Xiao Li 102 1 0 12 Jun 2022
Deep Multi-Agent Reinforcement Learning with Hybrid Action Spaces based on Maximum Entropy Hongzhi Hua Kaigui Wu Guixuan Wen 33 0 0 10 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
Consensus Learning for Cooperative Multi-Agent Reinforcement Learning Zhiwei Xu Bin Zhang Dapeng Li Zeren Zhang Guangchong Zhou Hao Chen Guoliang Fan 86 15 0 06 Jun 2022
Learning Distributed and Fair Policies for Network Load Balancing as Markov Potential Game Zhiyuan Yao Zihan Ding OffRL 83 2 0 03 Jun 2022
RACA: Relation-Aware Credit Assignment for Ad-Hoc Cooperation in Multi-Agent Deep Reinforcement Learning Haoxing Chen Guang Yang Junge Zhang Qiyue Yin Kaiqi Huang 61 2 0 02 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
DM $^2$ : Decentralized Multi-Agent Reinforcement Learning for Distribution Matching Caroline Wang Ishan Durugkar Elad Liebman Peter Stone 74 6 0 01 Jun 2022
Learning Generalizable Risk-Sensitive Policies to Coordinate in Decentralized Multi-Agent General-Sum Games Ziyi Liu Xian Guo Yongchun Fang 123 0 0 31 May 2022
Residual Q-Networks for Value Function Factorizing in Multi-Agent Reinforcement Learning Rafael Pina V. D. Silva Joosep Hook A. Kondoz 29 14 0 30 May 2022
Multi-Agent Reinforcement Learning is a Sequence Modeling Problem Muning Wen J. Kuba Runji Lin Weinan Zhang Ying Wen Jun Wang Yaodong Yang 107 194 0 30 May 2022
Feudal Multi-Agent Reinforcement Learning with Adaptive Network Partition for Traffic Signal Control Jinming Ma Feng Wu 18 5 0 27 May 2022
Off-Beat Multi-Agent Reinforcement Learning Wei Qiu Weixun Wang Rongpin Wang Bo An Yujing Hu S. Obraztsova Zinovi Rabinovich Jianye Hao Yingfeng Chen Changjie Fan OffRL 58 2 0 27 May 2022
QGNN: Value Function Factorisation with Graph Neural Networks Ryan Kortvelesy Amanda Prorok 83 16 0 25 May 2022
Scalable Multi-Agent Model-Based Reinforcement Learning Vladimir Egorov A. Shpilman 90 27 0 25 May 2022
MAVIPER: Learning Decision Tree Policies for Interpretable Multi-Agent Reinforcement Learning Stephanie Milani Zhicheng Zhang Nicholay Topin Z. Shi Charles A. Kamhoua Evangelos E. Papalexakis Fei Fang OffRL 153 13 0 25 May 2022
Learning to Advise and Learning from Advice in Cooperative Multi-Agent Reinforcement Learning Yue Jin Shuangqing Wei Jian Yuan Xudong Zhang 47 0 0 23 May 2022
Coordinating Policies Among Multiple Agents via an Intelligent Communication Channel Dianbo Liu Vedant Shah Oussama Boussif Cristian Meo Anirudh Goyal Tianmin Shu Michael C. Mozer N. Heess Yoshua Bengio 73 0 0 21 May 2022
A Review of Safe Reinforcement Learning: Methods, Theory and Applications Shangding Gu Longyu Yang Yali Du Guang Chen Florian Walter Jun Wang Alois C. Knoll OffRL AI4TS 269 258 0 20 May 2022
Learning Progress Driven Multi-Agent Curriculum Wenshuai Zhao Zhiyuan Li Joni Pajarinen 101 0 0 20 May 2022
Sparse Adversarial Attack in Multi-agent Reinforcement Learning Yi Hu Zhihua Zhang AAML 95 11 0 19 May 2022
RoMFAC: A robust mean-field actor-critic reinforcement learning against adversarial perturbations on states Ziyuan Zhou Guanjun Liu AAML 110 25 0 15 May 2022
LDSA: Learning Dynamic Subtask Assignment in Cooperative Multi-Agent Reinforcement Learning Mingyu Yang Jian Zhao Xu Hu Wen-gang Zhou Jiangcheng Zhu Houqiang Li 86 34 0 05 May 2022
Resilient robot teams: a review integrating decentralised control, change-detection, and learning David M. Bossens Sarvapali Ramchurn Danesh Tarapore 73 5 0 21 Apr 2022
Mingling Foresight with Imagination: Model-Based Cooperative Multi-Agent Reinforcement Learning Zhiwei Xu Dapeng Li Bin Zhang Yuan Zhan Yunru Bai Guoliang Fan OffRL 72 8 0 20 Apr 2022
Multi-UAV Collision Avoidance using Multi-Agent Reinforcement Learning with Counterfactual Credit Assignment Shuangyao Huang Haibo Zhang Zhiyi Huang 37 7 0 19 Apr 2022
Learning to Transfer Role Assignment Across Team Sizes D. Nguyen Phuoc Nguyen Svetha Venkatesh T. Tran 49 7 0 17 Apr 2022
Towards Comprehensive Testing on the Robustness of Cooperative Multi-agent Reinforcement Learning Jun Guo Yonghong Chen Yihang Hao Zixin Yin Yin Yu Simin Li AAML 106 34 0 17 Apr 2022
Multi-agent Actor-Critic with Time Dynamical Opponent Model Yuan Tian Klaus-Rudolf Kladny Qin Wang Zhiwu Huang Olga Fink AI4CE 56 10 0 12 Apr 2022