% Key papers for Cooperative MARL algorithms (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2019_robust_101621, title = {{Robust Multi-Agent Reinforcement Learning via Minimax Deep Deterministic Policy Gradient}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4327}, } @inproceedings{neurips2018_multi_57395, title = {{Multi-Agent Reinforcement Learning via Double Averaging Primal-Dual Optimization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11917}, } @inproceedings{neurips2021_multi_62915, title = {{Multi-Agent Reinforcement Learning for Active Voltage Control on Power Distribution Networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/26401}, } @inproceedings{iclr2020_multi_29732, title = {{Multi-agent Reinforcement Learning for Networked System Control}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=Syx7A3NFvH}, } @inproceedings{neurips2021_celebrating_61631, title = {{Celebrating Diversity in Shared Multi-Agent Reinforcement Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/28221}, } @inproceedings{aaai2023_effective_3539, title = {{Effective and Stable Role-Based Multi-Agent Collaboration by Structural Information Principles}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26390}, } @inproceedings{aaai2023_quantum_4452, title = {{Quantum Multi-Agent Meta Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26313}, } @inproceedings{icml2020_roma_38667, title = {{ROMA: Multi-Agent Reinforcement Learning with Emergent Roles}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/5924}, } @inproceedings{aaai2023_ace_3036, title = {{ACE: Cooperative Multi-Agent Q-learning with Bidirectional Action-Dependency}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26028}, } @inproceedings{icml2019_grid_37414, title = {{Grid-Wise Control for Multi-Agent Reinforcement Learning in Video Game AI}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/3838}, } @inproceedings{neurips2020_robust_60735, title = {{Robust Multi-Agent Reinforcement Learning with Model Uncertainty}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18342}, } @inproceedings{aaai2021_resilient_1268, title = {{Resilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/11308-resilient-multi-agent-reinforcement-learning-with-adversarial-value-decomposition/}, } @inproceedings{neurips2019_efficient_58185, title = {{Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Control}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/13503}, } @inproceedings{neurips2021_settling_62971, title = {{Settling the Variance of Multi-Agent Policy Gradients}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/26932}, } @inproceedings{icml2021_scalable_39922, title = {{Scalable Evaluation of Multi-Agent Reinforcement Learning with Melting Pot}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2021}, url = {https://icml.cc/virtual/2021/poster/9947}, } @inproceedings{neurips2022_ldsa_64559, title = {{LDSA: Learning Dynamic Subtask Assignment in Cooperative Multi-Agent Reinforcement Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54312}, } @inproceedings{aaai2021_coordination_329, title = {{Coordination Between Individual Agents in Multi-Agent Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/11387-coordination-between-individual-agents-in-multi-agent-reinforcement-learning/}, } @inproceedings{aaai2023_robust_4549, title = {{Robust Multi-Agent Coordination via Evolutionary Generation of Auxiliary Adversarial Attackers}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26388}, } @inproceedings{neurips2021_regularized_61598, title = {{Regularized Softmax Deep Multi-Agent Q-Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27473}, } @inproceedings{aaai2024_leveraging_6527, title = {{Leveraging Partial Symmetry for Multi-Agent Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29709}, } @inproceedings{aaai2024_situation_7349, title = {{Situation-Dependent Causal Influence-Based Cooperative Multi-Agent Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29684}, } @inproceedings{aaai2024_cautiously_5388, title = {{Cautiously-Optimistic Knowledge Sharing for Cooperative Multi-Agent Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29677}, } @inproceedings{aaai2024_portal_6901, title = {{PORTAL: Automatic Curricula Generation for Multiagent Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29524}, } @inproceedings{iclr2025_pogema_80886, title = {{POGEMA: A Benchmark Platform for Cooperative Multi-Agent Pathfinding}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30881}, } @inproceedings{aaai2025_novelty_10133, title = {{Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33749}, } @inproceedings{aaai2025_srsv_10829, title = {{SrSv: Integrating Sequential Rollouts with Sequential Value Estimation for Multi-agent Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34500}, } @inproceedings{iclr2024_efficient_34224, title = {{Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18851}, } @inproceedings{iclr2024_maximum_35470, title = {{Maximum Entropy Heterogeneous-Agent Reinforcement Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17603}, } @inproceedings{icml2024_major_45300, title = {{Major-Minor Mean Field Multi-Agent Reinforcement Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33152}, } @inproceedings{aaai2024_decomposing_5622, title = {{Decomposing Temporal Equilibrium Strategy for Coordinated Distributed Multi-Agent Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29713}, } @inproceedings{iclr2024_byzantine_35681, title = {{Byzantine Robust Cooperative Multi-Agent Reinforcement Learning as a Bayesian Game}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17392}, } @inproceedings{icml2024_controlling_45460, title = {{Controlling Behavioral Diversity in Multi-Agent Reinforcement Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/32991}, } @inproceedings{neurips2025_adaptive_75097, title = {{Adaptive Context Length Optimization with Low-Frequency Truncation for Multi-Agent Reinforcement Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=4BsrGHtvW5}, } @inproceedings{aaai2026_hcpo_107847, title = {{HCPO: Hierarchical Conductor-Based Policy Optimization in Multi-Agent Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/40199}, } @inproceedings{aaai2025_investigating_9602, title = {{Investigating Relational State Abstraction in Collaborative MARL}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35390}, } @inproceedings{iclr2024_efficient_33915, title = {{Efficient Multi-agent Reinforcement Learning by Planning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19160}, } @inproceedings{icml2024_lagma_45042, title = {{LAGMA: LAtent Goal-guided Multi-Agent Reinforcement Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33410}, } @inproceedings{icml2025_r3dm_47530, title = {{R3DM: Enabling Role Discovery and Diversity Through Dynamics Models in Multi-agent Reinforcement Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45066}, } @inproceedings{neurips2024_learning_71115, title = {{Learning Distinguishable Trajectory Representation with Contrastive Loss}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96102}, }