% Key papers for Multi-agent bandits (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2019_decentralized_58091, title = {{Decentralized Cooperative Stochastic Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/13606}, } @inproceedings{aaai2021_federated_612, title = {{Federated Multi-Armed Bandits}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/09603-federated-multi-armed-bandits/}, } @inproceedings{neurips2019_individual_58409, title = {{Individual Regret in Cooperative Nonstochastic Multi-Armed Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/13492}, } @inproceedings{neurips2021_fair_61574, title = {{Fair Algorithms for Multi-Agent Multi-Armed Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/28549}, } @inproceedings{neurips2019_sic_58930, title = {{SIC-MMAB: Synchronisation Involves Communication in Multiplayer Multi-Armed Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14606}, } @inproceedings{neurips2018_distributed_57058, title = {{Distributed Multi-Player Bandits - a Game of Thrones Approach}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11695}, } @inproceedings{neurips2021_fair_61766, title = {{Fair Exploration via Axiomatic Bargaining}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27339}, } @inproceedings{neurips2021_cooperative_61852, title = {{Cooperative Stochastic Bandits with Asynchronous Agents and Constrained Feedback}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27124}, } @inproceedings{iclr2020_distributed_29660, title = {{Distributed Bandit Learning: Near-Optimal Regret with Efficient Communication}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=SJxZnR4YvB}, } @inproceedings{neurips2021_heterogeneous_63226, title = {{Heterogeneous Multi-player Multi-armed Bandits: Closing the Gap and Generalization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27960}, } @inproceedings{icml2020_cooperative_38059, title = {{Cooperative Multi-Agent Bandits with Heavy Tails}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/5806}, } @inproceedings{aaai2024_decentralized_5613, title = {{Decentralized Scheduling with QoS Constraints: Achieving O(1) QoS Regret of Multi-Player Bandits}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29306}, } @inproceedings{aaai2023_an_3099, title = {{An Efficient Algorithm for Fair Multi-Agent Multi-Armed Bandit with Low Regret}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25985}, } @inproceedings{icml2016_multi_35912, title = {{Multi-Player Bandits – a Musical Chairs Approach}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2016}, url = {https://proceedings.mlr.press/v48/rosenski16.html}, } @inproceedings{icml2020_my_38486, title = {{My Fair Bandit: Distributed Learning of Max-Min Fairness with Multi-player Bandits}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/5766}, } @inproceedings{aaai2023_decentralized_3415, title = {{Decentralized Stochastic Multi-Player Multi-Armed Walking Bandits}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26251}, } @inproceedings{aaai2024_communication_5435, title = {{Communication-Efficient Collaborative Regret Minimization in Multi-Armed Bandits}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29206}, } @inproceedings{aaai2024_finite_6025, title = {{Finite-Time Frequentist Regret Bounds of Multi-Agent Thompson Sampling on Sparse Hypergraphs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29193}, } @inproceedings{icml2023_competing_42057, title = {{Competing for Shareable Arms in Multi-Player Multi-Armed Bandits}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/25159}, } @inproceedings{neurips2023_decentralized_67380, title = {{Decentralized Randomly Distributed Multi-agent Multi-armed Bandit with Heterogeneous Rewards}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72349}, } @inproceedings{aaai2025_heterogeneous_9420, title = {{Heterogeneous Multi-Agent Bandits with Parsimonious Hints}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34143}, } @inproceedings{neurips2025_federated_79305, title = {{Federated Multi-armed Bandits with Efficient Bit-Level Communications}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=o3x3RV8XHd}, } @inproceedings{aaai2026_robust_106992, title = {{Robust Decentralized Multi-armed Bandits: From Corruption-Resilience to Byzantine-Resilience}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39344}, } @inproceedings{icml2024_federated_45253, title = {{Federated Combinatorial Multi-Agent Multi-Armed Bandits}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33199}, } @inproceedings{neurips2024_no_70197, title = {{No-Regret Learning for Fair Multi-Agent Social Welfare Optimization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96887}, } @inproceedings{neurips2024_optimizing_70993, title = {{Optimizing the coalition gain in Online Auctions with Greedy Structured Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96213}, } @inproceedings{neurips2024_honor_71918, title = {{Honor Among Bandits: No-Regret Learning for Online Fair Division}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95386}, } @inproceedings{neurips2025_protocols_75147, title = {{Protocols for Verifying Smooth Strategies in Bandits and Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=4nDqyCS3h2}, } @inproceedings{neurips2025_distributed_78025, title = {{Distributed Multi-Agent Bandits Over Erdős-Rényi Random Networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=aI3Oacoyi6}, } @inproceedings{neurips2025_individual_78952, title = {{Individual Regret in Cooperative Stochastic Multi-Armed Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=k4wAXbEPD6}, } @inproceedings{aaai2026_fair_107598, title = {{Fair Algorithms with Probing for Multi-Agent Multi-Armed Bandits}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39950}, } @inproceedings{aaai2026_multiple_108650, title = {{Multiple-play Stochastic Bandits with Prioritized Arm Capacity Sharing}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/41002}, } @inproceedings{icml2025_optimal_48190, title = {{Optimal Algorithm for Max-Min Fair Bandit}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44421}, } @inproceedings{iclr2026_a_86084, title = {{A Near-Optimal Best-of-Both-Worlds Algorithm for Federated Bandits}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=Lkndkxeemx}, }