{"total":125,"rows":[{"id":"2103.01955","title":"The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games","created":"2021-03-02","cited_by_count":942,"area":null},{"id":"2212.07489","title":"SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning","created":"2022-12-14","cited_by_count":122,"area":null},{"id":"2505.19591","title":"Multi-Agent Collaboration via Evolving Orchestration","created":"2025-05-26","cited_by_count":108,"area":"agents"},{"id":"2106.02195","title":"Celebrating Diversity in Shared Multi-Agent Reinforcement Learning","created":"2021-06-04","cited_by_count":98,"area":null},{"id":"2304.09870","title":"Heterogeneous-Agent Reinforcement Learning","created":"2023-04-19","cited_by_count":69,"area":null},{"id":"2111.11032","title":"Episodic Multi-agent Reinforcement Learning with Curiosity-Driven Exploration","created":"2021-11-22","cited_by_count":49,"area":null},{"id":"2209.10485","title":"Towards a Standardised Performance Evaluation Protocol for Cooperative MARL","created":"2022-09-21","cited_by_count":49,"area":null},{"id":"2301.07137","title":"Heterogeneous Multi-Robot Reinforcement Learning","created":"2023-01-17","cited_by_count":36,"area":null},{"id":"2206.10607","title":"MASER: Multi-Agent Reinforcement Learning with Subgoals Generated from Experience Replay Buffer","created":"2022-06-20","cited_by_count":34,"area":null},{"id":"2305.08062","title":"Off-Policy Evaluation for Large Action Spaces via Conjunct Effect Modeling","created":"2023-05-14","cited_by_count":34,"area":null},{"id":"2206.07505","title":"Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning","created":"2022-06-15","cited_by_count":32,"area":null},{"id":"2106.02886","title":"Context-Aware Sparse Deep Coordination Graphs","created":"2021-06-05","cited_by_count":28,"area":null},{"id":"2106.00136","title":"Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning","created":"2021-05-31","cited_by_count":25,"area":null},{"id":"2203.08553","title":"PMIC: Improving Multi-Agent Reinforcement Learning with Progressive Mutual Information Collaboration","created":"2022-03-16","cited_by_count":23,"area":null},{"id":"2302.07515","title":"TiZero: Mastering Multi-Agent Football with Curriculum Learning and Self-Play","created":"2023-02-15","cited_by_count":20,"area":null},{"id":"2110.07246","title":"HAVEN: Hierarchical Cooperative Multi-Agent Reinforcement Learning with Dual Coordination Mechanism","created":"2021-10-14","cited_by_count":19,"area":null},{"id":"2202.00104","title":"Generalization in Cooperative Multi-Agent Systems","created":"2022-01-31","cited_by_count":19,"area":null},{"id":"2211.12712","title":"Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition","created":"2022-11-23","cited_by_count":19,"area":null},{"id":"2209.10113","title":"Asynchronous Actor-Critic for Multi-Agent Reinforcement Learning","created":"2022-09-20","cited_by_count":18,"area":null},{"id":"2402.14320","title":"Triad: A Framework Leveraging a Multi-Role LLM-based Agent to Solve Knowledge Base Question Answering","created":"2024-02-22","cited_by_count":18,"area":"agents"},{"id":"2112.03547","title":"Self-Organized Polynomial-Time Coordination Graphs","created":"2021-12-07","cited_by_count":15,"area":null},{"id":"2205.02561","title":"LDSA: Learning Dynamic Subtask Assignment in Cooperative Multi-Agent Reinforcement Learning","created":"2022-05-05","cited_by_count":15,"area":null},{"id":"2203.04482","title":"Multi-Agent Policy Transfer via Task Relationship Modeling","created":"2022-03-09","cited_by_count":14,"area":null},{"id":"2305.02128","title":"System Neural Diversity: Measuring Behavioral Heterogeneity in Multi-Agent Learning","created":"2023-05-03","cited_by_count":14,"area":null},{"id":"2406.07428","title":"GemNet: Menu-Based, Strategy-Proof Multi-Bidder Auctions Through Deep Learning","created":"2024-06-11","cited_by_count":14,"area":null},{"id":"2304.00755","title":"Effective and Stable Role-Based Multi-Agent Collaboration by Structural Information Principles","created":"2023-04-03","cited_by_count":12,"area":null},{"id":"2310.05939","title":"Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning","created":"2023-08-25","cited_by_count":12,"area":null},{"id":"2207.05683","title":"Policy Diagnosis via Measuring Role Diversity in Cooperative Multi-agent RL","created":"2022-06-01","cited_by_count":11,"area":null},{"id":"2304.14656","title":"From Explicit Communication to Tacit Cooperation:A Novel Paradigm for Cooperative MARL","created":"2023-04-28","cited_by_count":11,"area":null},{"id":"2412.04233","title":"HyperMARL: Adaptive Hypernetworks for Multi-Agent RL","created":"2024-12-05","cited_by_count":11,"area":null},{"id":"2103.16511","title":"Flatland Competition 2020: MAPF and MARL for Efficient Train Coordination on a Grid World","created":"2021-03-30","cited_by_count":10,"area":null},{"id":"2211.08404","title":"Non-Linear Coordination Graphs","created":"2022-10-26","cited_by_count":10,"area":null},{"id":"2109.12508","title":"LINDA: Multi-Agent Local Information Decomposition for Awareness of Teammates","created":"2021-09-26","cited_by_count":9,"area":null},{"id":"2307.16186","title":"ESP: Exploiting Symmetry Prior for Multi-Agent Reinforcement Learning","created":"2023-07-30","cited_by_count":9,"area":null},{"id":"2308.11272","title":"FoX: Formation-aware exploration in multi-agent reinforcement learning","created":"2023-08-22","cited_by_count":9,"area":null},{"id":"2402.04971","title":"Multi-Sender Persuasion: A Computational Perspective","created":"2024-02-07","cited_by_count":9,"area":null},{"id":"2405.11778","title":"Efficient Multi-agent Reinforcement Learning by Planning","created":"2024-05-20","cited_by_count":9,"area":null},{"id":"2412.07880","title":"Towards Foundation-model-based Multiagent System to Accelerate AI for Social Impact","created":"2024-12-10","cited_by_count":9,"area":null},{"id":"2506.19846","title":"HiMA-Ecom: Enabling Joint Training of Hierarchical Multi-Agent E-commerce Assistants","created":"2025-06-24","cited_by_count":9,"area":"agents"},{"id":"2206.02583","title":"Consensus Learning for Cooperative Multi-Agent Reinforcement Learning","created":"2022-06-06","cited_by_count":8,"area":null},{"id":"2207.03902","title":"Interaction Pattern Disentangling for Multi-Agent Reinforcement Learning","created":"2022-07-08","cited_by_count":8,"area":null},{"id":"2305.10865","title":"Semantically Aligned Task Decomposition in Multi-Agent Reinforcement Learning","created":"2023-05-18","cited_by_count":8,"area":"agents"},{"id":"2105.06228","title":"SIDE: State Inference for Partially Observable Cooperative Multi-Agent Reinforcement Learning","created":"2021-05-13","cited_by_count":7,"area":null},{"id":"2110.14524","title":"Model based Multi-agent Reinforcement Learning with Tensor Decompositions","created":"2021-10-27","cited_by_count":7,"area":null},{"id":"2301.02083","title":"Self-Motivated Multi-Agent Exploration","created":"2023-01-05","cited_by_count":7,"area":null},{"id":"2305.16708","title":"A Hierarchical Approach to Population Training for Human-AI Collaboration","created":"2023-05-26","cited_by_count":7,"area":null},{"id":"2110.14538","title":"Reinforcement Learning in Factored Action Spaces using Tensor Decompositions","created":"2021-10-27","cited_by_count":6,"area":null},{"id":"2204.09418","title":"Mingling Foresight with Imagination: Model-Based Cooperative Multi-Agent Reinforcement Learning","created":"2022-04-20","cited_by_count":6,"area":null},{"id":"2212.05331","title":"Effects of Spectral Normalization in Multi-agent Reinforcement Learning","created":"2022-12-10","cited_by_count":6,"area":null},{"id":"2404.03869","title":"Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration","created":"2024-04-05","cited_by_count":6,"area":null},{"id":"2405.16386","title":"Variational Offline Multi-agent Skill Discovery","created":"2024-05-26","cited_by_count":6,"area":null},{"id":"2410.02664","title":"Grounded Answers for Multi-agent Decision-making Problem through Generative World Model","created":"2024-10-03","cited_by_count":6,"area":"wm"},{"id":"2410.08540","title":"Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning","created":"2024-10-11","cited_by_count":6,"area":null},{"id":"2204.12937","title":"Learning to Transfer Role Assignment Across Team Sizes","created":"2022-04-17","cited_by_count":5,"area":null},{"id":"2402.17978","title":"Imagine, Initialize, and Explore: An Effective Exploration Method in Multi-Agent Reinforcement Learning","created":"2024-02-28","cited_by_count":5,"area":null},{"id":"2403.01112","title":"Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning","created":"2024-03-02","cited_by_count":5,"area":null},{"id":"2408.05686","title":"The Bandit Whisperer: Communication Learning for Restless Bandits","created":"2024-08-11","cited_by_count":5,"area":null},{"id":"2410.13953","title":"On Diffusion Models for Multi-Agent Partial Observability: Shared Attractors, Error Bounds, and Composite Flow","created":"2024-10-17","cited_by_count":5,"area":"diffusion"},{"id":"2503.15703","title":"Predicting Multi-Agent Specialization via Task Parallelizability","created":"2025-03-19","cited_by_count":5,"area":null},{"id":"2302.03429","title":"Towards Skilled Population Curriculum for Multi-Agent Reinforcement Learning","created":"2023-02-07","cited_by_count":4,"area":null},{"id":"2401.11257","title":"Measuring Policy Distance for Multi-Agent Reinforcement Learning","created":"2024-01-20","cited_by_count":4,"area":null},{"id":"2412.15517","title":"Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning","created":"2024-12-20","cited_by_count":4,"area":null},{"id":"2112.06771","title":"Cooperative Multi-Agent Reinforcement Learning with Hypergraph Convolution","created":"2021-12-09","cited_by_count":3,"area":null},{"id":"2206.09046","title":"Beyond Rewards: a Hierarchical Perspective on Offline Multiagent Behavioral Analysis","created":"2022-06-17","cited_by_count":3,"area":null},{"id":"2206.11054","title":"S2RL: Do We Really Need to Perceive All States in Deep Multi-Agent Reinforcement Learning?","created":"2022-06-20","cited_by_count":3,"area":null},{"id":"2309.04615","title":"VDFD: Multi-Agent Value Decomposition Framework with Disentangled World Model","created":"2023-09-08","cited_by_count":3,"area":"wm"},{"id":"2310.14509","title":"Iteratively Learn Diverse Strategies with State Distance Information","created":"2023-10-23","cited_by_count":3,"area":null},{"id":"2508.18708","title":"Skill-Aligned Fairness in Multi-Agent Learning for Collaboration in Healthcare","created":"2025-08-26","cited_by_count":3,"area":null},{"id":"2602.17062","title":"Retaining Suboptimal Actions to Follow Shifting Optima in Multi-Agent Reinforcement Learning","created":"2026-02-19","cited_by_count":3,"area":null},{"id":"2102.12957","title":"Credit Assignment with Meta-Policy Gradient for Multi-Agent Reinforcement Learning","created":"2021-02-24","cited_by_count":2,"area":null},{"id":"2206.11420","title":"PAC: Assisted Value Factorisation with Counterfactual Predictions in Multi-Agent Reinforcement Learning","created":"2022-06-22","cited_by_count":2,"area":null},{"id":"2211.11940","title":"Decision-making with Speculative Opponent Models","created":"2022-11-22","cited_by_count":2,"area":null},{"id":"2301.13812","title":"Learning Roles with Emergent Social Value Orientations","created":"2023-01-31","cited_by_count":2,"area":null},{"id":"2402.14090","title":"Social Environment Design","created":"2024-02-21","cited_by_count":2,"area":null},{"id":"2403.17421","title":"MA4DIV: Multi-Agent Reinforcement Learning for Search Result Diversification","created":"2024-03-26","cited_by_count":2,"area":null},{"id":"2412.06333","title":"Augmenting the action space with conventions to improve multi-agent cooperation in Hanabi","created":"2024-12-09","cited_by_count":2,"area":null},{"id":"2503.01440","title":"Trajectory-Class-Aware Multi-Agent Reinforcement Learning","created":"2025-03-03","cited_by_count":2,"area":null},{"id":"2505.04579","title":"Implicitly Aligning Humans and Autonomous Agents through Shared Task Abstractions","created":"2025-05-07","cited_by_count":2,"area":null},{"id":"2506.09434","title":"When Is Diversity Rewarded in Cooperative Multi-Agent Learning?","created":"2025-06-11","cited_by_count":2,"area":null},{"id":"2506.19417","title":"Focusing Influence Mechanism for Multi-Agent Reinforcement Learning","created":"2025-06-24","cited_by_count":2,"area":null},{"id":"2509.12927","title":"HLSMAC: A New StarCraft Multi-Agent Challenge for High-Level Strategic Decision-Making","created":"2025-09-16","cited_by_count":2,"area":"agents"},{"id":"2110.08169","title":"Containerized Distributed Value-Based Multi-Agent Reinforcement Learning","created":"2021-10-15","cited_by_count":1,"area":null},{"id":"2201.08520","title":"Learning Two-Step Hybrid Policy for Graph-Based Interpretable Reinforcement Learning","created":"2022-01-21","cited_by_count":1,"area":null},{"id":"2203.09565","title":"Strategic Maneuver and Disruption with Reinforcement Learning Approaches for Multi-Agent Coordination","created":"2022-03-17","cited_by_count":1,"area":null},{"id":"2212.07397","title":"Hierarchical Strategies for Cooperative Multi-Agent Reinforcement Learning","created":"2022-12-14","cited_by_count":1,"area":null},{"id":"2305.07182","title":"Boosting Value Decomposition via Unit-Wise Attentive State Representation for Cooperative Multi-Agent Reinforcement Learning","created":"2023-05-12","cited_by_count":1,"area":null},{"id":"2308.09909","title":"Never Explore Repeatedly in Multi-Agent Reinforcement Learning","created":"2023-08-19","cited_by_count":1,"area":null},{"id":"2310.05053","title":"FP3O: Enabling Proximal Policy Optimization in Multi-Agent Cooperation with Parameter-Sharing Versatility","created":"2023-10-08","cited_by_count":1,"area":null},{"id":"2311.01609","title":"Responsible Emergent Multi-Agent Behavior","created":"2023-11-02","cited_by_count":1,"area":null},{"id":"2312.08463","title":"How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning","created":"2023-12-13","cited_by_count":1,"area":null},{"id":"2312.15667","title":"TAPE: Leveraging Agent Topology for Cooperative Multi-Agent Policy Gradient","created":"2023-12-25","cited_by_count":1,"area":null},{"id":"2403.01816","title":"SMAUG: A Sliding Multidimensional Task Window-Based MARL Framework for Adaptive Real-Time Subtask Recognition","created":"2024-03-04","cited_by_count":1,"area":null},{"id":"2409.11741","title":"HARP: Human-Assisted Regrouping with Permutation Invariant Critic for Multi-Agent Reinforcement Learning","created":"2024-09-18","cited_by_count":1,"area":null},{"id":"2501.02221","title":"CORD: Generalizable Cooperation via Role Diversity","created":"2025-01-04","cited_by_count":1,"area":"deeprl"},{"id":"2502.08985","title":"Beyond Shallow Behavior: Task-Efficient Value-Based Multi-Task Offline MARL via Skill Discovery","created":"2025-02-13","cited_by_count":1,"area":"offlinerl"},{"id":"2506.04265","title":"Cooperative Game-Theoretic Credit Assignment for Multi-Agent Policy Gradients via the Core","created":"2025-06-03","cited_by_count":1,"area":null},{"id":"2507.10142","title":"Toward Adaptable Multi-Agent Reinforcement Learning: An Assumption-Aware Review","created":"2025-07-14","cited_by_count":1,"area":null},{"id":"2507.18867","title":"Learning Individual Intrinsic Reward in Multi-Agent Reinforcement Learning via Incorporating Generalized Human Expertise","created":"2025-07-25","cited_by_count":1,"area":null},{"id":"2507.20377","title":"Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping","created":"2025-07-27","cited_by_count":1,"area":null},{"id":"2511.02304","title":"Automata-Conditioned Cooperative Multi-Agent Reinforcement Learning","created":"2025-11-04","cited_by_count":1,"area":null}],"next_cursor":"100"}