| Generalizable Agent Modeling for Agent Collaboration-Competition Adaptation with Multi-Retrieval and Dynamic Generation | Jun 20, 2025 | Multi-agent Reinforcement LearningSMAC | CodeCode Available | 0 |
| Curriculum Learning With Counterfactual Group Relative Policy Advantage For Multi-Agent Reinforcement Learning | Jun 9, 2025 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Ensemble-MIX: Enhancing Sample Efficiency in Multi-Agent RL Using Ensemble Methods | Jun 3, 2025 | Ensemble LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Dynamic Sight Range Selection in Multi-Agent Reinforcement Learning | May 19, 2025 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| POCAII: Parameter Optimization with Conscious Allocation using Iterative Intelligence | May 16, 2025 | Hyperparameter OptimizationSMAC | —Unverified | 0 |
| JaxRobotarium: Training and Deploying Multi-Robot Policies in 10 Minutes | May 10, 2025 | BenchmarkingGPU | CodeCode Available | 1 |
| Rainbow Delay Compensation: A Multi-Agent Reinforcement Learning Framework for Mitigating Delayed Observation | May 6, 2025 | Multi-agent Reinforcement LearningSMAC | —Unverified | 0 |
| Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation | Mar 27, 2025 | MuJoCoSMAC | CodeCode Available | 0 |
| AVA: Attentive VLM Agent for Mastering StarCraft II | Mar 7, 2025 | Retrieval-augmented GenerationSMAC | CodeCode Available | 1 |
| Low-Rank Agent-Specific Adaptation (LoRASA) for Multi-Agent Policy Learning | Feb 8, 2025 | MuJoCoMulti-agent Reinforcement Learning | —Unverified | 0 |
| An Extended Benchmarking of Multi-Agent Reinforcement Learning Algorithms in Complex Fully Cooperative Tasks | Feb 7, 2025 | BenchmarkingMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Dual Ensembled Multiagent Q-Learning with Hypernet Regularizer | Feb 4, 2025 | Q-LearningSMAC | CodeCode Available | 0 |
| O-MAPL: Offline Multi-agent Preference Learning | Jan 31, 2025 | Reinforcement Learning (RL)SMAC | —Unverified | 0 |
| BLAST: A Stealthy Backdoor Leverage Attack against Cooperative Multi-Agent Deep Reinforcement Learning based Systems | Jan 3, 2025 | Deep Reinforcement LearningSMAC | —Unverified | 0 |
| SMAC-Hard: Enabling Mixed Opponent Strategy Script and Self-play on SMAC | Dec 23, 2024 | BenchmarkingMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| LLM-PySC2: Starcraft II learning environment for Large Language Models | Nov 8, 2024 | Decision MakingLanguage Modelling | CodeCode Available | 2 |
| Offline-to-Online Multi-Agent Reinforcement Learning with Offline Value Function Memory and Sequential Exploration | Oct 25, 2024 | Efficient ExplorationMulti-agent Reinforcement Learning | —Unverified | 0 |
| 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 |
| A Safety Modulator Actor-Critic Method in Model-Free Safe Reinforcement Learning and Application in UAV Hovering | Oct 9, 2024 | Reinforcement Learning (RL)Safe Reinforcement Learning | —Unverified | 0 |
| Choices are More Important than Efforts: LLM Enables Efficient Multi-Agent Exploration | Oct 3, 2024 | DiversityLanguage Modeling | CodeCode Available | 4 |
| A Spatiotemporal Stealthy Backdoor Attack against Cooperative Multi-Agent Deep Reinforcement Learning | Sep 12, 2024 | Backdoor AttackDeep Reinforcement Learning | —Unverified | 0 |
| Diffusion-based Episodes Augmentation for Offline Multi-Agent Reinforcement Learning | Aug 23, 2024 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Improving Global Parameter-sharing in Physically Heterogeneous Multi-agent Reinforcement Learning with Unified Action Space | Aug 14, 2024 | Multi-agent Reinforcement LearningSMAC | —Unverified | 0 |
| QTypeMix: Enhancing Multi-Agent Cooperative Strategies through Heterogeneous and Homogeneous Value Decomposition | Aug 12, 2024 | Multi-agent Reinforcement LearningSMAC | CodeCode Available | 0 |
| CuDA2: An approach for Incorporating Traitor Agents into Cooperative Multi-Agent Systems | Jun 25, 2024 | Adversarial AttackMulti-agent Reinforcement Learning | —Unverified | 0 |
| Decentralized Transformers with Centralized Aggregation are Sample-Efficient Multi-Agent World Models | Jun 22, 2024 | Reinforcement Learning (RL)SMAC | CodeCode Available | 0 |
| Soft-QMIX: Integrating Maximum Entropy For Monotonic Value Function Factorization | Jun 20, 2024 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Individual Contributions as Intrinsic Exploration Scaffolds for Multi-agent Reinforcement Learning | May 28, 2024 | Multi-agent Reinforcement LearningSMAC | CodeCode Available | 1 |
| Efficient Multi-agent Reinforcement Learning by Planning | May 20, 2024 | Computational EfficiencyModel-based Reinforcement Learning | CodeCode Available | 1 |
| Higher Replay Ratio Empowers Sample-Efficient Multi-Agent Reinforcement Learning | Apr 15, 2024 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration | Apr 5, 2024 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Better Understandings and Configurations in MaxSAT Local Search Solvers via Anytime Performance Analysis | Mar 11, 2024 | Hyperparameter OptimizationSMAC | —Unverified | 0 |
| PPS-QMIX: Periodically Parameter Sharing for Accelerating Convergence of Multi-Agent Reinforcement Learning | Mar 5, 2024 | Federated LearningMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| Imagine, Initialize, and Explore: An Effective Exploration Method in Multi-Agent Reinforcement Learning | Feb 28, 2024 | Action GenerationMulti-agent Reinforcement Learning | —Unverified | 0 |
| Aligning Individual and Collective Objectives in Multi-Agent Cooperation | Feb 19, 2024 | SMACSMAC+ | —Unverified | 0 |
| Enabling Multi-Agent Transfer Reinforcement Learning via Scenario Independent Representation | Feb 13, 2024 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| MAIDCRL: Semi-centralized Multi-Agent Influence Dense-CNN Reinforcement Learning | Feb 12, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Poisson Process for Bayesian Optimization | Feb 5, 2024 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| T2MAC: Targeted and Trusted Multi-Agent Communication through Selective Engagement and Evidence-Driven Integration | Jan 19, 2024 | SMACSMAC+ | —Unverified | 0 |
| AgentMixer: Multi-Agent Correlated Policy Factorization | Jan 16, 2024 | Imitation LearningMuJoCo | —Unverified | 0 |
| Innate-Values-driven Reinforcement Learning based Cooperative Multi-Agent Cognitive Modeling | Jan 10, 2024 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning | Dec 13, 2023 | Multi-agent Reinforcement LearningSMAC | —Unverified | 0 |
| QFree: A Universal Value Function Factorization for Multi-Agent Reinforcement Learning | Nov 1, 2023 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| MaskMA: Towards Zero-Shot Multi-Agent Decision Making with Mask-Based Collaborative Learning | Oct 18, 2023 | Decision MakingSMAC | —Unverified | 0 |
| Privacy-Engineered Value Decomposition Networks for Cooperative Multi-Agent Reinforcement Learning | Sep 13, 2023 | Multi-agent Reinforcement LearningPrivacy Preserving | —Unverified | 0 |
| FoX: Formation-aware exploration in multi-agent reinforcement learning | Aug 22, 2023 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| HomOpt: A Homotopy-Based Hyperparameter Optimization Method | Aug 7, 2023 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning | Jun 4, 2023 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Research on Multi-Agent Communication and Collaborative Decision-Making Based on Deep Reinforcement Learning | May 23, 2023 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Robust multi-agent coordination via evolutionary generation of auxiliary adversarial attackers | May 10, 2023 | DiversityMulti-agent Reinforcement Learning | CodeCode Available | 1 |
