gradient descent ascent

Efficiently Escaping Saddle Points in Bilevel Optimization JMLR 2025 Enhanced Adaptive Gradient Algorithms for Nonconvex-PL Minimax Optimization AISTATS 2025 Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization JMLR 2025 Fundamental Benefit of Alternating Updates in Minimax Optimization ICML 2024 High-probability complexity bounds for stochastic non-convex minimax optimization NeurIPS 2024 Learning Nash Equilibria in Rank-1 Games ICLR 2024 On PI Controllers for Updating Lagrange Multipliers in Constrained Optimization ICML 2024 SDEs for Minimax Optimization AISTATS 2024 Stochastic Smoothed Gradient Descent Ascent for Federated Minimax Optimization AISTATS 2024 Symmetric Mean-field Langevin Dynamics for Distributional Minimax Problems ICLR 2024 Two-timescale Extragradient for Finding Local Minimax Points ICLR 2024 Beyond the Golden Ratio for Variational Inequality Algorithms JMLR 2023 Competitive Gradient Optimization ICML 2023 Min-Max Multi-objective Bilevel Optimization with Applications in Robust Machine Learning ICLR 2023 Open Problem: Is There a First-Order Method that Only Converges to Local Minimax Optima? COLT 2023 ReLOAD: Reinforcement Learning with Optimistic Ascent-Descent for Last-Iterate Convergence in Constrained MDPs ICML 2023 Stable Nonconvex-Nonconcave Training via Linear Interpolation NeurIPS 2023 TiAda: A Time-scale Adaptive Algorithm for Nonconvex Minimax Optimization ICLR 2023 Towards convergence to Nash equilibria in two-team zero-sum games ICLR 2023 Two-Scale Gradient Descent Ascent Dynamics Finds Mixed Nash Equilibria of Continuous Games: A Mean-Field Perspective ICML 2023 Universal Gradient Descent Ascent Method for Nonconvex-Nonconcave Minimax Optimization NeurIPS 2023 Zeroth-Order Alternating Gradient Descent Ascent Algorithms for A Class of Nonconvex-Nonconcave Minimax Problems JMLR 2023 A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning NeurIPS 2022 Clipped Stochastic Methods for Variational Inequalities with Heavy-Tailed Noise NeurIPS 2022 Convergence Rates of Two-Time-Scale Gradient Descent-Ascent Dynamics for Solving Nonconvex Min-Max Problems L4DC 2022