% Key papers for Fast no-regret dynamics in games (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2016_learning_55839, title = {{Learning in Games: Robustness of Fast Convergence}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/7387}, } @inproceedings{aaai2017_dynamic_100962, title = {{Dynamic Thresholding and Pruning for Regret Minimization}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10603}, } @inproceedings{aaai2016_counterfactual_104797, title = {{Counterfactual Regret Minimization in Sequential Security Games}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10051}, } @inproceedings{aaai2021_convergence_326, title = {{Convergence Analysis of No-Regret Bidding Algorithms in Repeated Auctions}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/05399-convergence-analysis-of-no-regret-bidding-algorithms-in-repeated-auctions/}, } @inproceedings{icml2019_regret_37690, title = {{Regret Circuits: Composability of Regret Minimizers}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/3856}, } @inproceedings{neurips2020_hedging_59995, title = {{Hedging in games: Faster convergence of external and swap regrets}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17450}, } @inproceedings{icml2021_efficient_39281, title = {{Efficient Deviation Types and Learning for Hindsight Rationality in Extensive-Form Games}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2021}, url = {https://icml.cc/virtual/2021/poster/9549}, } @inproceedings{neurips2021_near_62708, title = {{Near-Optimal No-Regret Learning in General Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27844}, } @inproceedings{aaai2022_equilibrium_2050, title = {{Equilibrium Finding in Normal-Form Games via Greedy Regret Minimization}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/09484-equilibrium-finding-in-normal-form-games-via-greedy-regret-minimization/}, } @inproceedings{neurips2016_minimizing_55874, title = {{Minimizing Regret on Reflexive Banach Spaces and Nash Equilibria in Continuous Zero-Sum Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/7085}, } @inproceedings{neurips2018_policy_57515, title = {{Policy Regret in Repeated Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11650}, } @inproceedings{neurips2019_efficient_58196, title = {{Efficient Regret Minimization Algorithm for Extensive-Form Correlated Equilibrium}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14526}, } @inproceedings{neurips2020_a_59279, title = {{A Tight Lower Bound and Efficient Reduction for Swap Regret}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18277}, } @inproceedings{neurips2021_last_61624, title = {{Last-iterate Convergence in Extensive-Form Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/26253}, } @inproceedings{aaai2024_learning_6469, title = {{Learning Not to Regret}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29443}, } @inproceedings{icml2023_regret_41999, title = {{Regret Minimization and Convergence to Equilibria in General-sum Markov Games}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/25081}, } @inproceedings{neurips2019_strategizing_59030, title = {{Strategizing against No-regret Learners}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/13218}, } @inproceedings{neurips2023_polynomial_68631, title = {{Polynomial-Time Linear-Swap Regret Minimization in Imperfect-Information Sequential Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71207}, } @inproceedings{neurips2023_regret_69413, title = {{Regret Matching+: (In)Stability and Fast Convergence in Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70496}, } @inproceedings{neurips2024_convergence_71055, title = {{Convergence of No-Swap-Regret Dynamics in Self-Play}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96155}, } @inproceedings{neurips2024_efficient_72967, title = {{Efficient \$Phi\$-Regret Minimization with Low-Degree Swap Deviations in Extensive-Form Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94446}, } @inproceedings{neurips2025_optimism_80026, title = {{Optimism Without Regularization: Constant Regret in Zero-Sum Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=vLUW0OZGWD}, } @inproceedings{icml2025_best_48410, title = {{Best of Both Worlds: Regret Minimization versus Minimax Play}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44207}, } @inproceedings{icml2026_revisiting_52808, title = {{Revisiting the Bertrand Paradox via Equilibrium Analysis of No-regret Learners}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=ZEP68RaUeR}, } @inproceedings{neurips2025_comparator_79645, title = {{Comparator-Adaptive \$Phi\$-Regret: Improved Bounds, Simpler Algorithms, and Applications to Games}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=rSsc9uCVBl}, } @inproceedings{iclr2025_last_81788, title = {{Last-Iterate Convergence Properties of Regret-Matching Algorithms in Games}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29992}, } @inproceedings{iclr2025_on_83166, title = {{On the Convergence of No-Regret Dynamics in Information Retrieval Games with Proportional Ranking Functions}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28641}, } @inproceedings{iclr2026_convergence_85434, title = {{Convergence of Regret Matching in Potential Games and Constrained Optimization}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=EOV1q1U23N}, } @inproceedings{iclr2026_faster_85895, title = {{Faster Parameter-Free Regret Matching Algorithms}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=JLllvi7dsg}, } @inproceedings{neurips2026_exact_95580, title = {{Exact-Form Regret and Conservative Correlated Equilibria}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2026}, url = {https://neurips.cc/virtual/2026/poster/153876}, }