{"total":41,"rows":[{"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":"2210.00960","title":"Stability Analysis and Generalization Bounds of Adversarial Training","created":"2022-10-03","cited_by_count":30,"area":null},{"id":"2305.17476","title":"Toward Understanding Generative Data Augmentation","created":"2023-05-27","cited_by_count":25,"area":null},{"id":"2201.09046","title":"Differentially Private SGDA for Minimax Problems","created":"2022-01-22","cited_by_count":23,"area":null},{"id":"2206.00363","title":"Bring Your Own Algorithm for Optimal Differentially Private Stochastic Minimax Optimization","created":"2022-06-01","cited_by_count":22,"area":null},{"id":"2209.09298","title":"Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks","created":"2022-09-19","cited_by_count":21,"area":null},{"id":"2104.02988","title":"Optimal Algorithms for Differentially Private Stochastic Monotone Variational Inequalities and Saddle-Point Problems","created":"2021-04-07","cited_by_count":17,"area":null},{"id":"2206.04502","title":"What is a Good Metric to Study Generalization of Minimax Learners?","created":"2022-06-09","cited_by_count":16,"area":null},{"id":"2209.08005","title":"Stability and Generalization for Markov Chain Stochastic Gradient Methods","created":"2022-09-16","cited_by_count":14,"area":null},{"id":"2302.12909","title":"Differentially Private Algorithms for the Stochastic Saddle Point Problem with Optimal Rates for the Strong Gap","created":"2023-02-24","cited_by_count":12,"area":null},{"id":"2209.08951","title":"Generalization Bounds for Stochastic Gradient Descent via Localized $\\varepsilon$-Covers","created":"2022-09-19","cited_by_count":11,"area":null},{"id":"2406.00588","title":"Generalization Bound and New Algorithm for Clean-Label Backdoor Attack","created":"2024-06-02","cited_by_count":11,"area":null},{"id":"2206.01132","title":"A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning","created":"2022-06-02","cited_by_count":9,"area":null},{"id":"2206.09238","title":"On the Role of Generalization in Transferability of Adversarial Examples","created":"2022-06-18","cited_by_count":9,"area":null},{"id":"2207.00957","title":"On Convergence of Gradient Descent Ascent: A Tight Local Analysis","created":"2022-07-03","cited_by_count":9,"area":null},{"id":"2310.20369","title":"Stability and Generalization of the Decentralized Stochastic Gradient Descent Ascent Algorithm","created":"2023-10-31","cited_by_count":9,"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":"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":"2310.05348","title":"Continuous Invariance Learning","created":"2023-10-09","cited_by_count":6,"area":null},{"id":"2404.08980","title":"Stability and Generalization in Free Adversarial Training","created":"2024-04-13","cited_by_count":5,"area":null},{"id":"2310.00277","title":"A Unified Framework for Generative Data Augmentation: A Comprehensive Survey","created":"2023-09-30","cited_by_count":4,"area":null},{"id":"2401.03156","title":"Data-Dependent Stability Analysis of Adversarial Training","created":"2024-01-06","cited_by_count":4,"area":null},{"id":"2307.03357","title":"Stability and Generalization of Stochastic Compositional Gradient Descent Algorithms","created":"2023-07-07","cited_by_count":3,"area":null},{"id":"2310.17759","title":"Optimal Guarantees for Algorithmic Reproducibility and Gradient Complexity in Convex Optimization","created":"2023-10-26","cited_by_count":3,"area":null},{"id":"2311.00274","title":"Generalization Bounds for Label Noise Stochastic Gradient Descent","created":"2023-11-01","cited_by_count":3,"area":null},{"id":"2202.06460","title":"Simultaneous Transport Evolution for Minimax Equilibria on Measures","created":"2022-02-14","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":"2210.01063","title":"On Stability and Generalization of Bilevel Optimization Problem","created":"2022-10-03","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":"2410.20649","title":"Learning Variational Inequalities from Data: Fast Generalization Rates under Strong Monotonicity","created":"2024-10-28","cited_by_count":1,"area":null},{"id":"2504.02957","title":"Randomized Pairwise Learning with Adaptive Sampling: A PAC-Bayes Analysis","created":"2025-04-03","cited_by_count":1,"area":null},{"id":"2511.01724","title":"PRBench: A Standardized Probabilistic Robustness Benchmark","created":"2025-11-03","cited_by_count":1,"area":null},{"id":"2512.19172","title":"Finite-sample guarantees for data-driven forward-backward operator methods","created":"2025-12-22","cited_by_count":1,"area":null},{"id":"2606.01557","title":"Everywhere Learning: Artificial Intelligence with Pointwise Constraints","created":"2026-06-01","cited_by_count":1,"area":null},{"id":"2308.09430","title":"Towards Understanding the Generalizability of Delayed Stochastic Gradient Descent","created":"2023-08-18","cited_by_count":0,"area":null},{"id":"2503.04111","title":"Generalizability of Neural Networks Minimizing Empirical Risk Based on Expressive Ability","created":"2025-03-06","cited_by_count":0,"area":null},{"id":"2503.07021","title":"Learning Energy-Based Models by Self-normalising the Likelihood","created":"2025-03-10","cited_by_count":0,"area":null},{"id":"2602.01582","title":"On the Fragility of AI-Based Channel Decoders under Small Channel Perturbations","created":"2026-02-02","cited_by_count":0,"area":null},{"id":"2605.01701","title":"Stability and Generalization for Decentralized Markov SGD","created":"2026-05-03","cited_by_count":0,"area":null},{"id":"2608.30431","title":"Generalization as a robust performance property of learning-enabled dynamical systems","created":"2026-08-31","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}