% Key papers for Non-stationary and structured-reward bandits (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2018_a_102479, title = {{A Change-Detection Based Framework for Piecewise-Stationary Multi-Armed Bandit Problem}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11746}, } @inproceedings{aaai2020_achieving_102124, title = {{Achieving Fairness in the Stochastic Multi-Armed Bandit Problem}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5986}, } @inproceedings{aaai2019_incorporating_99669, title = {{Incorporating Behavioral Constraints in Online AI Systems}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/3762}, } @inproceedings{icml2018_bandits_36536, title = {{Bandits with Delayed, Aggregated Anonymous Feedback}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2018}, url = {https://icml.cc/virtual/2018/poster/2212}, } @inproceedings{neurips2018_adversarial_56844, title = {{Adversarial Attacks on Stochastic Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11364}, } @inproceedings{aaai2018_budget_102362, title = {{Budget-Constrained Multi-Armed Bandits With Multiple Plays}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11629}, } @inproceedings{neurips2017_rotting_56638, title = {{Rotting Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9092}, } @inproceedings{icml2019_data_37266, title = {{Data Poisoning Attacks on Stochastic Bandits}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/3961}, } @inproceedings{neurips2019_distribution_58156, title = {{Distribution oblivious, risk-aware algorithms for multi-armed bandits with unbounded rewards}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14120}, } @inproceedings{icml2016_conservative_35770, title = {{Conservative Bandits}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2016}, url = {https://proceedings.mlr.press/v48/wu16.html}, } @inproceedings{neurips2019_are_57913, title = {{Are sample means in multi-armed bandits positively or negatively biased?}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14549}, } @inproceedings{aaai2020_robust_101960, title = {{Robust Stochastic Bandit Algorithms under Probabilistic Unbounded Adversarial Attack}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5821}, } @inproceedings{neurips2016_combinatorial_55629, title = {{Combinatorial semi-bandit with known covariance}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/8495}, } @inproceedings{icml2017_multi_36293, title = {{Multi-objective Bandits: Optimizing the Generalized Gini Index}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2017}, url = {https://icml.cc/virtual/2017/poster/677}, } @inproceedings{aaai2017_efficient_104562, title = {{Efficient Ordered Combinatorial Semi-Bandits for Whole-Page Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10939}, } @inproceedings{neurips2016_threshold_56050, title = {{Threshold Bandits, With and Without Censored Feedback}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/8510}, } @inproceedings{aaai2023_optimistic_4316, title = {{Optimistic Whittle Index Policy: Online Learning for Restless Bandits}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26207}, } @inproceedings{neurips2017_identifying_56371, title = {{Identifying Outlier Arms in Multi-Armed Bandit}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9296}, } @inproceedings{neurips2018_multi_57401, title = {{Multi-armed Bandits with Compensation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11500}, } @inproceedings{neurips2020_adversarial_59337, title = {{Adversarial Bandits with Corruptions: Regret Lower Bound and No-regret Algorithm}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://papers.nips.cc/paper_files/paper/2020/hash/e655c7716a4b3ea67f48c6322fc42ed6-Abstract.html}, } @inproceedings{neurips2024_exploration_70837, title = {{Exploration, Exploitation, and Engagement in Multi-Armed Bandits with Abandonment}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/98312}, } @inproceedings{aaai2024_online_6851, title = {{Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29489}, } @inproceedings{aaai2025_robust_10576, title = {{Robust Performance Incentivizing Algorithms for Multi-Armed Bandits with Strategic Agents}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33510}, } @inproceedings{neurips2024_global_70366, title = {{Global Rewards in Restless Multi-Armed Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96734}, } @inproceedings{aaai2024_eliciting_5819, title = {{Eliciting Kemeny Rankings}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29105}, } @inproceedings{aaai2024_forced_6039, title = {{Forced Exploration in Bandit Problems}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29117}, } @inproceedings{aaai2025_replication_10517, title = {{Replication-proof Bandit Mechanism Design with Bayesian Agents}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34253}, } @inproceedings{aaai2025_the_10969, title = {{The Bandit Whisperer: Communication Learning for Restless Bandits}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34508}, } @inproceedings{iclr2024_bandits_35158, title = {{Bandits Meet Mechanism Design to Combat Clickbait in Online Recommendation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17915}, } @inproceedings{icml2024_adversarial_43275, title = {{Adversarial Attacks on Combinatorial Multi-Armed Bandits}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/35177}, } @inproceedings{icml2024_combinatorial_45397, title = {{Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33054}, } @inproceedings{icml2024_on_45454, title = {{On Interpolating Experts and Multi-Armed Bandits}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/32997}, } @inproceedings{neurips2024_locally_71011, title = {{Locally Private and Robust Multi-Armed Bandits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96196}, } @inproceedings{aaai2026_provably_106765, title = {{Provably Efficient Multi-Objective Bandit Algorithms Under Preference-Centric Customization}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39072}, } @inproceedings{aaai2025_delay_8689, title = {{Delay as Payoff in MAB}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34237}, } @inproceedings{icml2025_tracking_46501, title = {{Tracking Most Significant Shifts in Infinite-Armed Bandits}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46066}, } @inproceedings{neurips2024_an_70227, title = {{An Adaptive Approach for Infinitely Many-armed Bandits under Generalized Rotting Constraints}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96859}, } @inproceedings{neurips2024_productive_72437, title = {{PRODuctive bandits: Importance Weighting No More}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94919}, } @inproceedings{neurips2024_strategic_72563, title = {{Strategic Multi-Armed Bandit Problems Under Debt-Free Reporting}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94809}, } @inproceedings{neurips2024_bandits_72823, title = {{Bandits with Ranking Feedback}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94576}, }