| Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning | Mar 19, 2020 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 2 | 5 |
| Large Language Models Play StarCraft II: Benchmarks and A Chain of Summarization Approach | Dec 19, 2023 | Language ModellingLarge Language Model | CodeCode Available | 2 | 5 |
| SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning | Dec 14, 2022 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 2 | 5 |
| Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning | Mar 2, 2024 | DecoderMulti-agent Reinforcement Learning | CodeCode Available | 2 | 5 |
| ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency | Nov 29, 2022 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 2 | 5 |
| On Efficient Reinforcement Learning for Full-length Game of StarCraft II | Sep 23, 2022 | CPUreinforcement-learning | CodeCode Available | 2 | 5 |
| Hierarchical Expert Prompt for Large-Language-Model: An Approach Defeat Elite AI in TextStarCraft II for the First Time | Feb 16, 2025 | Decision MakingLanguage Modeling | CodeCode Available | 2 | 5 |
| Dungeons and Data: A Large-Scale NetHack Dataset | Nov 1, 2022 | Decision MakingNetHack | CodeCode Available | 2 | 5 |
| Maximum Entropy Heterogeneous-Agent Reinforcement Learning | Jun 19, 2023 | MuJoCoMulti-agent Reinforcement Learning | CodeCode Available | 2 | 5 |
| LLM-PySC2: Starcraft II learning environment for Large Language Models | Nov 8, 2024 | Decision MakingLanguage Modelling | CodeCode Available | 2 | 5 |
| AlphaStar Unplugged: Large-Scale Offline Reinforcement Learning | Aug 7, 2023 | Offline RLreinforcement-learning | CodeCode Available | 2 | 5 |
| JaxMARL: Multi-Agent RL Environments and Algorithms in JAX | Nov 16, 2023 | CPUGPU | CodeCode Available | 2 | 5 |
| A New Approach to Solving SMAC Task: Generating Decision Tree Code from Large Language Models | Oct 21, 2024 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 2 | 5 |
| Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies | Jan 1, 2020 | Efficient ExplorationMeta Reinforcement Learning | CodeCode Available | 1 | 5 |
| Randomized Entity-wise Factorization for Multi-Agent Reinforcement Learning | Jun 7, 2020 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Episodic Multi-agent Reinforcement Learning with Curiosity-Driven Exploration | Nov 22, 2021 | Efficient ExplorationMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Assigning Credit with Partial Reward Decoupling in Multi-Agent Proximal Policy Optimization | Aug 8, 2024 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| LIIR: Learning Individual Intrinsic Reward in Multi-Agent Reinforcement Learning | Dec 1, 2019 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| MASER: Multi-Agent Reinforcement Learning with Subgoals Generated from Experience Replay Buffer | Jun 20, 2022 | Multi-agent Reinforcement LearningQ-Learning | CodeCode Available | 1 | 5 |
| Multi-Agent Collaboration via Reward Attribution Decomposition | Oct 16, 2020 | Dota 2Multi-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| FACMAC: Factored Multi-Agent Centralised Policy Gradients | Mar 14, 2020 | MuJoCoMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Individual Contributions as Intrinsic Exploration Scaffolds for Multi-agent Reinforcement Learning | May 28, 2024 | Multi-agent Reinforcement LearningSMAC | CodeCode Available | 1 | 5 |
| Learning to Play No-Press Diplomacy with Best Response Policy Iteration | Jun 8, 2020 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| Effective and Stable Role-Based Multi-Agent Collaboration by Structural Information Principles | Apr 3, 2023 | Multi-agent Reinforcement LearningStarcraft | CodeCode Available | 1 | 5 |
| Is Centralized Training with Decentralized Execution Framework Centralized Enough for MARL? | May 27, 2023 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Gym-μRTS: Toward Affordable Full Game Real-time Strategy Games Research with Deep Reinforcement Learning | May 21, 2021 | Deep Reinforcement LearningGPU | CodeCode Available | 1 | 5 |
| Celebrating Diversity in Shared Multi-Agent Reinforcement Learning | Jun 4, 2021 | DiversityMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Attacking Cooperative Multi-Agent Reinforcement Learning by Adversarial Minority Influence | Feb 7, 2023 | Continuous ControlMuJoCo | CodeCode Available | 1 | 5 |
| Energy-based Surprise Minimization for Multi-Agent Value Factorization | Sep 16, 2020 | Multi-agent Reinforcement LearningQ-Learning | CodeCode Available | 1 | 5 |
| DefogGAN: Predicting Hidden Information in the StarCraft Fog of War with Generative Adversarial Nets | Mar 4, 2020 | Starcraft | CodeCode Available | 1 | 5 |
| Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge? | Nov 18, 2020 | AllMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| FoX: Formation-aware exploration in multi-agent reinforcement learning | Aug 22, 2023 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| CTDS: Centralized Teacher with Decentralized Student for Multi-Agent Reinforcement Learning | Mar 16, 2022 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning | Apr 14, 2021 | counterfactualDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning | Feb 16, 2021 | Multi-agent Reinforcement LearningQ-Learning | CodeCode Available | 1 | 5 |
| Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning | Oct 9, 2020 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Cooperative Multi-Agent Reinforcement Learning with Sequential Credit Assignment | May 21, 2021 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| C-COMA: A CONTINUAL REINFORCEMENT LEARNING MODEL FOR DYNAMIC MULTIAGENT ENVIRONMENTS | Apr 5, 2021 | Continual LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| A Benchmark for Generalizing Across Diverse Team Strategies in Competitive Pokémon | Jun 12, 2025 | Large Language ModelStarcraft | CodeCode Available | 1 | 5 |
| Coordinated Proximal Policy Optimization | Nov 7, 2021 | StarcraftStarcraft II | CodeCode Available | 1 | 5 |
| An Introduction of mini-AlphaStar | Apr 14, 2021 | StarcraftStarcraft II | CodeCode Available | 1 | 5 |
| Coach-Player Multi-Agent Reinforcement Learning for Dynamic Team Composition | May 18, 2021 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Applying supervised and reinforcement learning methods to create neural-network-based agents for playing StarCraft II | Sep 26, 2021 | GPUStarcraft | CodeCode Available | 1 | 5 |
| Rethinking the Implementation Matters in Cooperative Multi-Agent Reinforcement Learning | Feb 6, 2021 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Agent-Temporal Attention for Reward Redistribution in Episodic Multi-Agent Reinforcement Learning | Jan 12, 2022 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning | Jun 19, 2020 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning | Oct 11, 2024 | DiversityMuJoCo | CodeCode Available | 1 | 5 |
| Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning | Jun 7, 2021 | Multi-agent Reinforcement LearningOffline RL | CodeCode Available | 1 | 5 |
| Context-Aware Sparse Deep Coordination Graphs | Jun 5, 2021 | graph constructionGraph Learning | CodeCode Available | 1 | 5 |
| Counterfactual Multi-Agent Policy Gradients | May 24, 2017 | Autonomous Vehiclescounterfactual | CodeCode Available | 1 | 5 |
