uniform stability

Adversarial Training for Graph Convolutional Networks: Stability and Generalization Analysis IJCAI 2025 Black-Box Uniform Stability for Non-Euclidean Empirical Risk Minimization AISTATS 2025 Understanding the Stability-based Generalization of Personalized Federated Learning ICLR 2025 Generalization Analysis of Stochastic Weight Averaging with General Sampling ICML 2024 Lower Bounds of Uniform Stability in Gradient-Based Bilevel Algorithms for Hyperparameter Optimization NeurIPS 2024 Uniformly Stable Algorithms for Adversarial Training and Beyond ICML 2024 L_2-Uniform Stability of Randomized Learning Algorithms: Sharper Generalization Bounds and Confidence Boosting NeurIPS 2023 Algorithmic Stability of Heavy-Tailed Stochastic Gradient Descent on Least Squares ALT 2023 Exponential Generalization Bounds with Near-Optimal Rates for L_q-Stable Algorithms ICLR 2023 Stability-Based Generalization Analysis of the Asynchronous Decentralized SGD AAAI 2023 Toward Better PAC-Bayes Bounds for Uniformly Stable Algorithms NeurIPS 2023 Universality of Langevin Diffusion for Private Optimization, with Applications to Sampling from Rashomon Sets COLT 2023 Stability Analysis and Generalization Bounds of Adversarial Training NeurIPS 2022 Uniform Stability for First-Order Empirical Risk Minimization COLT 2022 Algorithmic Instabilities of Accelerated Gradient Descent NeurIPS 2021 Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability NeurIPS 2021 Generalization Guarantee of SGD for Pairwise Learning NeurIPS 2021 Stability and Deviation Optimal Risk Bounds with Convergence Rate $O(1/n)$ NeurIPS 2021 Stability and Generalization of Bilevel Programming in Hyperparameter Optimization NeurIPS 2021 Time-independent Generalization Bounds for SGLD in Non-convex Settings NeurIPS 2021 Toward Better Generalization Bounds with Locally Elastic Stability ICML 2021 PAC learning with stable and private predictions COLT 2020 Sharper Bounds for Uniformly Stable Algorithms COLT 2020 Stability of Stochastic Gradient Descent on Nonsmooth Convex Losses NeurIPS 2020 High probability generalization bounds for uniformly stable algorithms with nearly optimal rate COLT 2019