% Key papers for MARL benchmarks and grouping (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{neurips2022_the_65244,
  title = {{The Surprising Effectiveness of PPO in Cooperative Multi-Agent Games}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/55717},
}

@inproceedings{aaai2020_google_102016,
  title = {{Google Research Football: A Novel Reinforcement Learning Environment}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/5878},
}

@inproceedings{aaai2020_multi_102713,
  title = {{Multi-Agent Game Abstraction via Graph Attention Neural Network}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6211},
}

@inproceedings{neurips2021_pettingzoo_62818,
  title = {{PettingZoo: Gym for Multi-Agent Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/28765},
}

@inproceedings{aaai2022_a_1676,
  title = {{A Multi-Agent Reinforcement Learning Approach for Efficient Client Selection in Federated Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/09091-a-multi-agent-reinforcement-learning-approach-for-efficient-client-selection-in-federated-learning/},
}

@inproceedings{cvpr2020_iteratively_15713,
  title = {{Iteratively-Refined Interactive 3D Medical Image Segmentation With Multi-Agent Reinforcement Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2020},
}

@inproceedings{aaai2020_neighborhood_102714,
  title = {{Neighborhood Cognition Consistent Multi-Agent Reinforcement Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6212},
}

@inproceedings{neurips2022_multi_63744,
  title = {{Multi-Agent Reinforcement Learning is a Sequence Modeling Problem}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/54268},
}

@inproceedings{icml2018_modeling_36856,
  title = {{Modeling Others using Oneself in Multi-Agent Reinforcement Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2018},
  url = {https://icml.cc/virtual/2018/poster/2319},
}

@inproceedings{iclr2021_rode_30338,
  title = {{RODE: Learning Roles to Decompose Multi-Agent Tasks}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2021},
  url = {https://iclr.cc/virtual/2021/poster/2717},
}

@inproceedings{aaai2022_mapdp_2383,
  title = {{MAPDP: Cooperative Multi-Agent Reinforcement Learning to Solve Pickup and Delivery Problems}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/09980-mapdp-cooperative-multi-agent-reinforcement-learning-to-solve-pickup-and-delivery-problems/},
}

@inproceedings{aaai2020_partner_102693,
  title = {{Partner Selection for the Emergence of Cooperation in Multi-Agent Systems Using Reinforcement Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6190},
}

@inproceedings{neurips2018_learning_57326,
  title = {{Learning to Share and Hide Intentions using Information Regularization}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2018},
  url = {https://nips.cc/virtual/2018/poster/11970},
}

@inproceedings{neurips2023_smacv2_66836,
  title = {{SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/73695},
}

@inproceedings{aaai2019_collective_103290,
  title = {{Collective Online Learning of Gaussian Processes in Massive Multi-Agent Systems}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4783},
}

@inproceedings{aaai2020_arena_102718,
  title = {{Arena: A General Evaluation Platform and Building Toolkit for Multi-Agent Intelligence}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6216},
}

@inproceedings{aaai2024_carbon_5374,
  title = {{Carbon Footprint Reduction for Sustainable Data Centers in Real-Time}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30238},
}

@inproceedings{aaai2019_blameworthiness_99940,
  title = {{Blameworthiness in Multi-Agent Settings}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/3826},
}

@inproceedings{icml2021_scaling_39927,
  title = {{Scaling Multi-Agent Reinforcement Learning with Selective Parameter Sharing}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2021},
  url = {https://icml.cc/virtual/2021/poster/8583},
}

@inproceedings{aaai2025_exploring_9087,
  title = {{Exploring the Efficacy of Multi-Agent Reinforcement Learning for Autonomous Cyber Defence: A CAGE Challenge 4 Perspective}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35158},
}

@inproceedings{neurips2024_jaxmarl_72586,
  title = {{JaxMARL: Multi-Agent RL Environments and Algorithms in JAX}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/97649},
}

@inproceedings{neurips2024_wfcrl_72756,
  title = {{WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/97630},
}

@inproceedings{aaai2026_llm_108135,
  title = {{LLM Collaboration with Multi-Agent Reinforcement Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40487},
}

@inproceedings{aaai2024_unex_7671,
  title = {{UNEX-RL: Reinforcing Long-Term Rewards in Multi-Stage Recommender Systems with UNidirectional EXecution}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28783},
}

@inproceedings{neurips2024_benchmarl_70842,
  title = {{BenchMARL: Benchmarking Multi-Agent Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/98318},
}

@inproceedings{neurips2024_sustaindc_72393,
  title = {{SustainDC: Benchmarking for Sustainable Data Center Control}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/97671},
}

@inproceedings{iclr2024_attention_34212,
  title = {{Attention-Guided Contrastive Role Representations for Multi-agent Reinforcement Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18863},
}

@inproceedings{iclr2025_combo_82536,
  title = {{COMBO: Compositional World Models for Embodied Multi-Agent Cooperation}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/29260},
}

@inproceedings{aaai2025_understanding_11147,
  title = {{Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33733},
}

@inproceedings{neurips2024_mimicking_70124,
  title = {{Mimicking To Dominate: Imitation Learning Strategies for Success in Multiagent Games}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96954},
}

@inproceedings{neurips2025_sequential_74875,
  title = {{Sequential Multi-Agent Dynamic Algorithm Configuration}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=27aIOGfkAV},
}

@inproceedings{iclr2025_learning_81640,
  title = {{Learning to Steer Markovian Agents under Model Uncertainty}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/30137},
}

@inproceedings{iclr2025_intersectionzoo_82506,
  title = {{IntersectionZoo: Eco-driving for Benchmarking Multi-Agent Contextual Reinforcement Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/29288},
}

@inproceedings{aaai2026_advancing_100091,
  title = {{Advancing Protein Design via Multi-Agent Reinforcement Learning with Pareto-Based Collaborative Optimization}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/37142},
}

@inproceedings{aaai2026_multi_106393,
  title = {{Multi-Agent Pointer Transformer: Seq-to-Seq Reinforcement Learning for Multi-Vehicle Dynamic Pickup-Delivery Problems}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/38700},
}

@inproceedings{aaai2026_expert_108405,
  title = {{Expert-Inspired Multi-Agent Coordination for Multi-Objective Molecular Optimization}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40757},
}

@inproceedings{aaai2025_acting_8008,
  title = {{Acting Beyond Learning: Imagination-Assisted Decision-Making in the Visual-based Multi-Agent Cooperative Scenarios}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35502},
}

@inproceedings{icml2024_fightladder_43918,
  title = {{FightLadder: A Benchmark for Competitive Multi-Agent Reinforcement Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34534},
}