Cooperative Exploration for Multi-Agent Deep Reinforcement Learning

23 July 2021

Papers citing "Cooperative Exploration for Multi-Agent Deep Reinforcement Learning"

50 / 55 papers shown

Title
Credit Assignment and Efficient Exploration based on Influence Scope in Multi-agent Reinforcement Learning Shuai Han Mehdi Dastani Shihan Wang 24 0 0 13 May 2025
Entropy-regularized Gradient Estimators for Approximate Bayesian Inference Jasmeet Kaur BDL UQCV 70 0 0 15 Mar 2025
MARVEL: Multi-Agent Reinforcement Learning for constrained field-of-View multi-robot Exploration in Large-scale environments Jimmy Chiun Shizhe Zhang Yizhuo Wang Yuhong Cao Guillaume Sartoretti 54 0 0 27 Feb 2025
CaPo: Cooperative Plan Optimization for Efficient Embodied Multi-Agent Cooperation Jie Liu Pan Zhou Yingjun Du Ah-Hwee Tan Cees G. M. Snoek J. Sonke E. Gavves LLMAG 29 2 0 07 Nov 2024
CPIG: Leveraging Consistency Policy with Intention Guidance for Multi-agent Exploration Y. Fu Yuanheng Zhu Haoran Li Zijie Zhao Jiajun Chai Dongbin Zhao 37 0 0 06 Nov 2024
Leveraging Graph Neural Networks and Multi-Agent Reinforcement Learning for Inventory Control in Supply Chains Niki Kotecha Antonio del Rio Chanona 28 2 0 24 Oct 2024
Meta-DiffuB: A Contextualized Sequence-to-Sequence Text Diffusion Model with Meta-Exploration Yun-Yen Chuang Hung-Min Hsu Kevin Lin Chen-Sheng Gu Ling Zhen Li Ray-I Chang Hung-yi Lee DiffM VLM 31 0 0 17 Oct 2024
Choices are More Important than Efforts: LLM Enables Efficient Multi-Agent Exploration Yun Qu Boyuan Wang Yuhang Jiang Jianzhun Shao Yixiu Mao Cheems Wang Chang Liu Xiangyang Ji 46 4 0 03 Oct 2024
Multi-Agent Continuous Control with Generative Flow Networks Shuang Luo Yinchuan Li Shunyu Liu Xu Zhang Yunfeng Shao Chao Wu AI4CE 27 2 0 13 Aug 2024
Individual Contributions as Intrinsic Exploration Scaffolds for Multi-agent Reinforcement Learning Xinran Li Zifan Liu Shibo Chen Jun Zhang 27 2 0 28 May 2024
MESA: Cooperative Meta-Exploration in Multi-Agent Learning through Exploiting State-Action Space Structure Zhicheng Zhang Yancheng Liang Yi Wu Fei Fang 21 2 0 01 May 2024
Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning Hyungho Na Yunkyeong Seo IL-Chul Moon 24 7 0 02 Mar 2024
Adaptive trajectory-constrained exploration strategy for deep reinforcement learning Guojian Wang Faguo Wu Xiao Zhang Ning Guo Zhiming Zheng 22 3 0 27 Dec 2023
Multi-agent Reinforcement Learning: A Comprehensive Survey Dom Huh Prasant Mohapatra AI4CE 28 8 0 15 Dec 2023
Optimistic Multi-Agent Policy Gradient Wenshuai Zhao Yi Zhao Zhiyuan Li Juho Kannala J. Pajarinen 15 0 0 03 Nov 2023
Recipes for calibration and validation of agent-based models in cancer biomedicine Nicolò Cogno Cristian Axenie Roman Bauer V. Vavourakis AI4CE 11 0 0 30 Oct 2023
Iteratively Learn Diverse Strategies with State Distance Information Wei Fu Weihua Du Jingwei Li Sunli Chen Jingzhao Zhang Yi Wu 43 3 0 23 Oct 2023
FoX: Formation-aware exploration in multi-agent reinforcement learning Yonghyeon Jo Sunwoo Lee Junghyuk Yum Seungyul Han 27 5 0 22 Aug 2023
Never Explore Repeatedly in Multi-Agent Reinforcement Learning Chenghao Li Tonghan Wang Chongjie Zhang Qianchuan Zhao 24 2 0 19 Aug 2023
TVDO: Tchebycheff Value-Decomposition Optimization for Multi-Agent Reinforcement Learning Xiao Hu P. Guo Chuanwei Zhou Tong Zhang Zhen Cui 27 0 0 24 Jun 2023
Multi-agent Exploration with Sub-state Entropy Estimation Jian Tao Yang Zhang Yang Chen Xiu Li 18 1 0 10 Jun 2023
Graph Exploration for Effective Multi-agent Q-Learning Ainur Zhaikhan A. H. Sayed 32 1 0 19 Apr 2023
Pretrained Language Models as Visual Planners for Human Assistance Dhruvesh Patel H. Eghbalzadeh Nitin Kamra Michael L. Iuzzolino Unnat Jain Ruta Desai LM&Ro 19 24 0 17 Apr 2023
Affordances from Human Videos as a Versatile Representation for Robotics Shikhar Bahl Russell Mendonca Lili Chen Unnat Jain Deepak Pathak 35 160 0 17 Apr 2023
Toward Risk-based Optimistic Exploration for Cooperative Multi-Agent Reinforcement Learning Ji-Yun Oh Joonkee Kim Minchan Jeong Se-Young Yun 25 1 0 03 Mar 2023
Curiosity-driven Exploration in Sparse-reward Multi-agent Reinforcement Learning Jiong Li Pratik Gajane 26 4 0 21 Feb 2023
Ensemble Value Functions for Efficient Exploration in Multi-Agent Reinforcement Learning Lukas Schafer Oliver Slumbers Stephen Marcus McAleer Yali Du Stefano V. Albrecht D. Mguni 74 7 0 07 Feb 2023
Dual Self-Awareness Value Decomposition Framework without Individual Global Max for Cooperative Multi-Agent Reinforcement Learning Zhiwei Xu Bin Zhang Dapeng Li Guangchong Zhou Zeren Zhang Guoliang Fan 28 3 0 04 Feb 2023
Self-Motivated Multi-Agent Exploration Shaowei Zhang Jiahan Cao Lei Yuan Yang Yu De-Chuan Zhan 39 5 0 05 Jan 2023
Hierarchical Strategies for Cooperative Multi-Agent Reinforcement Learning M. Ibrahim Ammar Fayad 22 1 0 14 Dec 2022
Last-Mile Embodied Visual Navigation Justin Wasserman Karmesh Yadav Girish Chowdhary Abhi Gupta Unnat Jain 28 34 0 21 Nov 2022
Classifying Ambiguous Identities in Hidden-Role Stochastic Games with Multi-Agent Reinforcement Learning Shijie Han Siyuan Li Bo An Wei Zhao P. Liu 21 0 0 24 Oct 2022
Learning General World Models in a Handful of Reward-Free Deployments Yingchen Xu Jack Parker-Holder Aldo Pacchiano Philip J. Ball Oleh Rybkin Stephen J. Roberts Tim Rocktaschel Edward Grefenstette OffRL 53 8 0 23 Oct 2022
Near-Optimal Multi-Agent Learning for Safe Coverage Control Manish Prajapat M. Turchetta M. Zeilinger Andreas Krause 26 14 0 12 Oct 2022
Towards a Standardised Performance Evaluation Protocol for Cooperative MARL R. Gorsane Omayma Mahjoub Ruan de Kock Roland Dubb Siddarth S. Singh Arnu Pretorius OffRL 39 49 0 21 Sep 2022
A Policy Resonance Approach to Solve the Problem of Responsibility Diffusion in Multiagent Reinforcement Learning Qing Fu Tenghai Qiu Jianqiang Yi Zhiqiang Pu Xiaolin Ai Wanmai Yuan 19 0 0 16 Aug 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 8 2 0 05 Jul 2022
MASER: Multi-Agent Reinforcement Learning with Subgoals Generated from Experience Replay Buffer Jeewon Jeon Woojun Kim Whiyoung Jung Young-Jin Sung 16 35 0 20 Jun 2022
Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning Wei Fu Chao Yu Zelai Xu Jiaqi Yang Yi Wu 29 32 0 15 Jun 2022
Asking for Knowledge: Training RL Agents to Query External Knowledge Using Language Iou-Jen Liu Xingdi Yuan Marc-Alexandre Côté Pierre-Yves Oudeyer A. Schwing RALM 17 12 0 12 May 2022
ESNI: Domestic Robots Design for Elderly and Disabled People Junchi Chu Xueyun Tang LM&Ro 8 1 0 30 Mar 2022
Efficient Model-based Multi-agent Reinforcement Learning via Optimistic Equilibrium Computation Pier Giuseppe Sessa Maryam Kamgarpour Andreas Krause 16 16 0 14 Mar 2022
Exploiting Semantic Epsilon Greedy Exploration Strategy in Multi-Agent Reinforcement Learning Hon Tik Tse Hofung Leung 14 1 0 26 Jan 2022
Interpretation of Emergent Communication in Heterogeneous Collaborative Embodied Agents Shivansh Patel Saim Wani Unnat Jain A. Schwing Svetlana Lazebnik Manolis Savva Angel X. Chang LM&Ro 24 25 0 12 Oct 2021
Learning Efficient Multi-Agent Cooperative Visual Exploration Chao Yu Xinyi Yang Jiaxuan Gao Huazhong Yang Yu Wang Yi Wu 13 28 0 12 Oct 2021
Exploration in Deep Reinforcement Learning: From Single-Agent to Multiagent Domain Jianye Hao Tianpei Yang Hongyao Tang Chenjia Bai Jinyi Liu Zhaopeng Meng Peng Liu Zhen Wang OffRL 28 92 0 14 Sep 2021
Influence-Based Reinforcement Learning for Intrinsically-Motivated Agents Ammar Fayad M. Ibrahim 14 5 0 28 Aug 2021
The Surprising Effectiveness of Visual Odometry Techniques for Embodied PointGoal Navigation Xiaoming Zhao Harsh Agrawal Dhruv Batra A. Schwing 28 40 0 26 Aug 2021
Semantic Tracklets: An Object-Centric Representation for Visual Multi-Agent Reinforcement Learning Iou-Jen Liu Zhongzheng Ren Raymond A. Yeh A. Schwing 16 15 0 06 Aug 2021
Decoupled Reinforcement Learning to Stabilise Intrinsically-Motivated Exploration Lukas Schafer Filippos Christianos Josiah P. Hanna Stefano V. Albrecht 34 22 0 19 Jul 2021