% Key papers for Extragradient for variational inequalities (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{iclr2021_linear_30489,
  title = {{Linear Last-iterate Convergence in Constrained Saddle-point Optimization}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2021},
  url = {https://iclr.cc/virtual/2021/poster/3218},
}

@inproceedings{neurips2019_on_58740,
  title = {{On the convergence of single-call stochastic extra-gradient methods}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/13795},
}

@inproceedings{iclr2021_on_30237,
  title = {{On the Impossibility of Global Convergence in Multi-Loss Optimization}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2021},
  url = {https://iclr.cc/virtual/2021/poster/2794},
}

@inproceedings{icml2021_the_40021,
  title = {{The Limits of Min-Max Optimization Algorithms: Convergence to Spurious Non-Critical Sets}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2021},
  url = {https://icml.cc/virtual/2021/poster/8633},
}

@inproceedings{neurips2022_optimal_66001,
  title = {{Optimal Algorithms for Decentralized Stochastic Variational Inequalities}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/55123},
}

@inproceedings{iclr2021_adaptive_30307,
  title = {{Adaptive Extra-Gradient Methods for Min-Max Optimization and Games}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2021},
  url = {https://iclr.cc/virtual/2021/poster/2773},
}

@inproceedings{aaai2021_increasing_776,
  title = {{Increasing Iterate Averaging for Solving Saddle-Point Problems}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2021},
  url = {https://aaai.org/papers/07537-increasing-iterate-averaging-for-solving-saddle-point-problems/},
}

@inproceedings{iclr2022_escaping_30827,
  title = {{Escaping limit cycles: Global convergence for constrained nonconvex-nonconcave minimax problems}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2022},
  url = {https://iclr.cc/virtual/2022/poster/6528},
}

@inproceedings{iclr2023_accelerated_32334,
  title = {{Accelerated Single-Call Methods for Constrained Min-Max Optimization}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/11037},
}

@inproceedings{neurips2022_last_66457,
  title = {{Last-Iterate Convergence of Optimistic Gradient Method for Monotone Variational Inequalities}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/53493},
}

@inproceedings{neurips2022_first_66500,
  title = {{First-Order Algorithms for Min-Max Optimization in Geodesic Metric Spaces}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/54551},
}

@inproceedings{icml2023_nesterov_41551,
  title = {{Nesterov Meets Optimism: Rate-Optimal Separable Minimax Optimization}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2023},
  url = {https://icml.cc/virtual/2023/poster/25198},
}

@inproceedings{neurips2022_tight_64565,
  title = {{Tight Analysis of Extra-gradient and Optimistic Gradient Methods For Nonconvex Minimax Problems}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/52933},
}

@inproceedings{iclr2023_solving_32927,
  title = {{Solving stochastic weak Minty variational inequalities without increasing batch size}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/10692},
}

@inproceedings{iclr2024_two_33675,
  title = {{Two-timescale Extragradient for Finding Local Minimax Points}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19400},
}

@inproceedings{neurips2023_stability_69591,
  title = {{Stability and Generalization of the Decentralized Stochastic Gradient Descent Ascent Algorithm}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/70340},
}

@inproceedings{iclr2024_symmetric_34648,
  title = {{Symmetric Mean-field Langevin Dynamics for Distributional Minimax Problems}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18426},
}

@inproceedings{icml2022_a_40145,
  title = {{A Convergent and Dimension-Independent Min-Max Optimization Algorithm}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2022},
  url = {https://icml.cc/virtual/2022/poster/18203},
}

@inproceedings{icml2023_a_41495,
  title = {{A Fast Optimistic Method for Monotone Variational Inequalities}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2023},
  url = {https://icml.cc/virtual/2023/poster/24883},
}

@inproceedings{icml2023_convergence_42634,
  title = {{Convergence of Proximal Point and Extragradient-Based Methods Beyond Monotonicity: the Case of Negative Comonotonicity}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2023},
  url = {https://icml.cc/virtual/2023/poster/24170},
}

@inproceedings{icml2024_accelerated_43864,
  title = {{Accelerated Algorithms for Constrained Nonconvex-Nonconcave Min-Max Optimization and Comonotone Inclusion}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34588},
}

@inproceedings{icml2024_revisiting_45242,
  title = {{Revisiting Inexact Fixed-Point Iterations for Min-Max Problems: Stochasticity and Structured Nonconvexity}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/33210},
}

@inproceedings{icml2026_accelerated_50829,
  title = {{Accelerated and Stable Convergence with Anchored Generalized Optimistic Method}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=G6WKIN1heG},
}

@inproceedings{icml2026_solving_53118,
  title = {{Solving Stochastic Variational Inequalities without the Bounded Variance Assumption}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=cHxls6cHDF},
}

@inproceedings{icml2026_asymmetric_53490,
  title = {{Asymmetric Perturbation in Solving Bilinear Saddle-Point Optimization}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=fyae4jQ9Lw},
}

@inproceedings{neurips2024_stochastic_71927,
  title = {{Stochastic Extragradient with Flip-Flop Shuffling \& Anchoring: Provable Improvements}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95378},
}

@inproceedings{neurips2025_fast_78061,
  title = {{Fast Zeroth-Order Convex Optimization with Quantum Gradient Methods}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=aixLLnS70r},
}

@inproceedings{neurips2025_non_79741,
  title = {{Non-convex entropic mean-field optimization via Best Response flow}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=sYVKHgZz2h},
}

@inproceedings{neurips2026_mirror_90053,
  title = {{Mirror Descent-Ascent for mean-field min-max problems}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/148349},
}

@inproceedings{icml2024_double_45333,
  title = {{Double-Step Alternating Extragradient with Increasing Timescale Separation for Finding Local Minimax Points: Provable Improvements}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/33119},
}

@inproceedings{icml2026_from_52281,
  title = {{From Lyapunov Analysis to Algorithm Design in two-sided PL Minimax Optimization}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=UIyXPhhxlf},
}

@inproceedings{icml2026_last_53353,
  title = {{Last-Iterate Convergence of Regularized Gradient Methods for Stochastic Monotone Variational Inequalities}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=eirv1OEo7F},
}