{"total":77,"rows":[{"id":"2106.04692","title":"Provably Faster Algorithms for Bilevel Optimization","created":"2021-06-08","cited_by_count":106,"area":null},{"id":"2203.15046","title":"AUC Maximization in the Era of Big Data and AI: A Survey","created":"2022-03-28","cited_by_count":100,"area":null},{"id":"2102.04671","title":"A Single-Timescale Method for Stochastic Bilevel Optimization","created":"2021-02-09","cited_by_count":69,"area":null},{"id":"2205.02215","title":"FedNest: Federated Bilevel, Minimax, and Compositional Optimization","created":"2022-05-04","cited_by_count":60,"area":null},{"id":"2112.05604","title":"Faster Single-loop Algorithms for Minimax Optimization without Strong Concavity","created":"2021-12-10","cited_by_count":49,"area":null},{"id":"2103.15888","title":"The Complexity of Nonconvex-Strongly-Concave Minimax Optimization","created":"2021-03-29","cited_by_count":45,"area":null},{"id":"2107.00052","title":"Stochastic Gradient Descent-Ascent and Consensus Optimization for Smooth Games: Convergence Analysis under Expected Co-coercivity","created":"2021-06-30","cited_by_count":43,"area":null},{"id":"2212.10439","title":"Policy Gradient in Robust MDPs with Global Convergence Guarantee","created":"2022-12-20","cited_by_count":38,"area":null},{"id":"2203.04850","title":"Federated Minimax Optimization: Improved Convergence Analyses and Algorithms","created":"2022-03-09","cited_by_count":37,"area":null},{"id":"2105.03793","title":"Stability and Generalization of Stochastic Gradient Methods for Minimax Problems","created":"2021-05-08","cited_by_count":36,"area":null},{"id":"2102.12586","title":"A Stochastic Optimization Framework for Fair Risk Minimization","created":"2021-02-24","cited_by_count":26,"area":null},{"id":"2103.08280","title":"Lower Complexity Bounds of Finite-Sum Optimization Problems: The Results and Construction","created":"2021-03-15","cited_by_count":24,"area":null},{"id":"2201.09046","title":"Differentially Private SGDA for Minimax Problems","created":"2022-01-22","cited_by_count":23,"area":null},{"id":"2106.13781","title":"Tighter Analysis of Alternating Stochastic Gradient Method for Stochastic Nested Problems","created":"2021-06-25","cited_by_count":22,"area":null},{"id":"2102.04635","title":"Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity","created":"2021-02-09","cited_by_count":21,"area":null},{"id":"2202.03684","title":"Efficiently Escaping Saddle Points in Bilevel Optimization","created":"2022-02-08","cited_by_count":19,"area":null},{"id":"2212.09513","title":"Stochastic Inexact Augmented Lagrangian Method for Nonconvex Expectation Constrained Optimization","created":"2022-12-19","cited_by_count":19,"area":null},{"id":"2106.01761","title":"Near Optimal Stochastic Algorithms for Finite-Sum Unbalanced Convex-Concave Minimax Optimization","created":"2021-06-03","cited_by_count":16,"area":null},{"id":"2210.05740","title":"Stochastic Constrained DRO with a Complexity Independent of Sample Size","created":"2022-10-11","cited_by_count":16,"area":null},{"id":"2408.11974","title":"Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization","created":"2024-08-21","cited_by_count":16,"area":null},{"id":"2307.00126","title":"Accelerating Inexact HyperGradient Descent for Bilevel Optimization","created":"2023-06-30","cited_by_count":15,"area":null},{"id":"2104.14840","title":"Unified Convergence Analysis for Adaptive Optimization with Moving Average Estimator","created":"2021-04-30","cited_by_count":13,"area":null},{"id":"2106.16101","title":"AdaGDA: Faster Adaptive Gradient Descent Ascent Methods for Minimax Optimization","created":"2021-06-30","cited_by_count":13,"area":null},{"id":"2110.04814","title":"Finding Second-Order Stationary Points in Nonconvex-Strongly-Concave Minimax Optimization","created":"2021-10-10","cited_by_count":12,"area":null},{"id":"2206.00260","title":"Multi-block Min-max Bilevel Optimization with Applications in Multi-task Deep AUC Maximization","created":"2022-06-01","cited_by_count":11,"area":null},{"id":"2211.13668","title":"Zeroth-Order Alternating Gradient Descent Ascent Algorithms for a Class of Nonconvex-Nonconcave Minimax Problems","created":"2022-11-24","cited_by_count":11,"area":null},{"id":"2212.02724","title":"Decentralized Stochastic Gradient Descent Ascent for Finite-Sum Minimax Problems","created":"2022-12-06","cited_by_count":11,"area":null},{"id":"2310.03613","title":"Solving a Class of Non-Convex Minimax Optimization in Federated Learning","created":"2023-10-05","cited_by_count":10,"area":null},{"id":"2110.08477","title":"FedMM: Saddle Point Optimization for Federated Adversarial Domain Adaptation","created":"2021-10-16","cited_by_count":9,"area":null},{"id":"2106.01488","title":"Minimax Optimization with Smooth Algorithmic Adversaries","created":"2021-06-02","cited_by_count":8,"area":null},{"id":"2301.02060","title":"A first-order augmented Lagrangian method for constrained minimax optimization","created":"2023-01-05","cited_by_count":8,"area":null},{"id":"2302.04249","title":"Federated Minimax Optimization with Client Heterogeneity","created":"2023-02-08","cited_by_count":8,"area":null},{"id":"2405.00965","title":"Robust Decentralized Learning with Local Updates and Gradient Tracking","created":"2024-05-02","cited_by_count":8,"area":null},{"id":"2108.00473","title":"Derivative-free Alternating Projection Algorithms for General Nonconvex-Concave Minimax Problems","created":"2021-08-01","cited_by_count":7,"area":null},{"id":"2201.10447","title":"Differentially Private Temporal Difference Learning with Stochastic Nonconvex-Strongly-Concave Optimization","created":"2022-01-25","cited_by_count":7,"area":null},{"id":"2205.14278","title":"Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization","created":"2022-05-28","cited_by_count":7,"area":null},{"id":"2302.03825","title":"Decentralized Riemannian Algorithm for Nonconvex Minimax Problems","created":"2023-02-08","cited_by_count":7,"area":null},{"id":"2111.02400","title":"Deep AUC Maximization for Medical Image Classification: Challenges and Opportunities","created":"2021-11-01","cited_by_count":6,"area":null},{"id":"2212.02387","title":"An Efficient Stochastic Algorithm for Decentralized Nonconvex-Strongly-Concave Minimax Optimization","created":"2022-12-05","cited_by_count":6,"area":null},{"id":"2303.03984","title":"Enhanced Adaptive Gradient Algorithms for Nonconvex-PL Minimax Optimization","created":"2023-03-07","cited_by_count":6,"area":null},{"id":"2106.00993","title":"On the Convergence Rate of Off-Policy Policy Optimization Methods with Density-Ratio Correction","created":"2021-06-02","cited_by_count":5,"area":null},{"id":"2211.07303","title":"Adaptive Federated Minimax Optimization with Lower Complexities","created":"2022-11-14","cited_by_count":5,"area":null},{"id":"2303.02532","title":"PRECISION: Decentralized Constrained Min-Max Learning with Low Communication and Sample Complexities","created":"2023-03-05","cited_by_count":5,"area":null},{"id":"2307.15868","title":"Faster Stochastic Algorithms for Minimax Optimization under Polyak--{\\L}ojasiewicz Conditions","created":"2023-07-29","cited_by_count":5,"area":null},{"id":"2503.18317","title":"Improved Rates of Differentially Private Nonconvex-Strongly-Concave Minimax Optimization","created":"2025-03-24","cited_by_count":5,"area":null},{"id":"2112.11663","title":"Accelerated Proximal Alternating Gradient-Descent-Ascent for Nonconvex Minimax Machine Learning","created":"2021-12-22","cited_by_count":4,"area":null},{"id":"2304.10902","title":"Near-Optimal Decentralized Momentum Method for Nonconvex-PL Minimax Problems","created":"2023-04-21","cited_by_count":4,"area":null},{"id":"2311.00944","title":"Stochastic Smoothed Gradient Descent Ascent for Federated Minimax Optimization","created":"2023-11-02","cited_by_count":4,"area":null},{"id":"2312.03259","title":"f-FERM: A Scalable Framework for Robust Fair Empirical Risk Minimization","created":"2023-12-06","cited_by_count":4,"area":null},{"id":"2405.18577","title":"Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions","created":"2024-05-28","cited_by_count":4,"area":null},{"id":"2509.14952","title":"Stochastic Bilevel Optimization with Heavy-Tailed Noise","created":"2025-09-18","cited_by_count":4,"area":null},{"id":"2202.00509","title":"Decentralized Stochastic Variance Reduced Extragradient Method","created":"2022-02-01","cited_by_count":3,"area":null},{"id":"2105.14216","title":"CDMA: A Practical Cross-Device Federated Learning Algorithm for General Minimax Problems","created":"2021-05-29","cited_by_count":2,"area":null},{"id":"2204.04858","title":"Stability and Generalization of Differentially Private Minimax Problems","created":"2022-04-11","cited_by_count":2,"area":null},{"id":"2307.07113","title":"Variance-reduced accelerated methods for decentralized stochastic double-regularized nonconvex strongly-concave minimax problems","created":"2023-07-14","cited_by_count":2,"area":null},{"id":"2308.09604","title":"Faster Stochastic Variance Reduction Methods for Compositional MiniMax Optimization","created":"2023-08-18","cited_by_count":2,"area":null},{"id":"2401.14585","title":"Diffusion Stochastic Optimization for Min-Max Problems","created":"2024-01-26","cited_by_count":2,"area":null},{"id":"2406.13041","title":"Accelerated Stochastic Min-Max Optimization Based on Bias-corrected Momentum","created":"2024-06-18","cited_by_count":2,"area":null},{"id":"2509.15399","title":"Adaptive Algorithms with Sharp Convergence Rates for Stochastic Hierarchical Optimization","created":"2025-09-18","cited_by_count":2,"area":null},{"id":"2310.15448","title":"An accelerated first-order regularized momentum descent ascent algorithm for stochastic nonconvex-concave minimax problems","created":"2023-10-24","cited_by_count":1,"area":null},{"id":"2408.12209","title":"Zeroth-Order Stochastic Mirror Descent Algorithms for Minimax Excess Risk Optimization","created":"2024-08-22","cited_by_count":1,"area":null},{"id":"2410.08497","title":"Towards Sharper Risk Bounds for Minimax Problems","created":"2024-10-11","cited_by_count":1,"area":null},{"id":"2609.21747","title":"Single-Loop Stochastic Projected Damped Extragradient Methods for Nonconvex--(Strongly) Concave Minimax Optimization","created":"2026-09-18","cited_by_count":1,"area":null},{"id":"2609.30877","title":"Tight Stochastic Condition-Number Dependence in Nonconvex-Strongly-Concave Minimax Optimization","created":"2026-09-25","cited_by_count":1,"area":null},{"id":"2110.02457","title":"GDA-AM: On the effectiveness of solving minimax optimization via Anderson Acceleration","created":"2021-10-06","cited_by_count":0,"area":null},{"id":"2304.11788","title":"Can Decentralized Stochastic Minimax Optimization Algorithms Converge Linearly for Finite-Sum Nonconvex-Nonconcave Problems?","created":"2023-04-24","cited_by_count":0,"area":null},{"id":"2306.01648","title":"Federated Multi-Sequence Stochastic Approximation with Local Hypergradient Estimation","created":"2023-06-02","cited_by_count":0,"area":null},{"id":"2405.00914","title":"Accelerated Fully First-Order Methods for Bilevel and Minimax Optimization","created":"2024-05-01","cited_by_count":0,"area":null},{"id":"2405.04566","title":"Fast Decentralized Gradient Tracking for Federated Minimax Optimization with Local Updates","created":"2024-05-07","cited_by_count":0,"area":null},{"id":"2410.22297","title":"Shuffling Gradient-Based Methods for Nonconvex-Concave Minimax Optimization","created":"2024-10-29","cited_by_count":0,"area":null},{"id":"2508.07505","title":"Enhancing Privacy in Decentralized Min-Max Optimization: A Differentially Private Approach","created":"2025-08-10","cited_by_count":0,"area":null},{"id":"2508.20588","title":"Unbiased Stochastic Optimization for Gaussian Processes on Finite Dimensional RKHS","created":"2025-08-28","cited_by_count":0,"area":null},{"id":"2512.22909","title":"A first-order method for nonconvex-strongly-concave constrained minimax optimization","created":"2025-12-28","cited_by_count":0,"area":null},{"id":"2602.01339","title":"Finding Differentially Private Second Order Stationary Points in Stochastic Minimax Optimization","created":"2026-02-01","cited_by_count":0,"area":null},{"id":"2610.01662","title":"Lower Bounds for Stochastic First-Order Algorithms with Variance Reduction in Nonconvex--Concave Minimax Optimization","created":"2026-10-01","cited_by_count":0,"area":null},{"id":"2610.04944","title":"Near-Optimal Complexity of Finite-Sum Nonconvex-Strongly-Concave Minimax Optimization","created":"2026-10-04","cited_by_count":0,"area":null},{"id":"2610.19322","title":"Generalization Analysis of Biased Stochastic Gradient Methods for Minimax Problems","created":"2026-10-14","cited_by_count":0,"area":null}],"next_cursor":null}