algorithmic stability

Minimax Estimation for Personalized Federated Learning: An Alternative between FedAvg and Local Training? JMLR 2023 Neural Processes with Stability NeurIPS 2023 On the bias of K-fold cross validation with stable learners AISTATS 2023 Replicability in Reinforcement Learning NeurIPS 2023 Sharper Analysis for Minibatch Stochastic Proximal Point Methods: Stability, Smoothness, and Deviation JMLR 2023 Sharper Bounds for Uniformly Stable Algorithms with Stationary Mixing Process ICLR 2023 Stability and Generalization of Stochastic Optimization with Nonconvex and Nonsmooth Problems COLT 2023 Stability and Generalization of the Decentralized Stochastic Gradient Descent Ascent Algorithm NeurIPS 2023 Stability-Based Generalization Analysis for Mixtures of Pointwise and Pairwise Learning AAAI 2023 Statistical Indistinguishability of Learning Algorithms ICML 2023 Toward Better PAC-Bayes Bounds for Uniformly Stable Algorithms NeurIPS 2023 Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent NeurIPS 2023 Characterization of Excess Risk for Locally Strongly Convex Population Risk NeurIPS 2022 Fine-Grained Analysis of Stability and Generalization for Modern Meta Learning Algorithms NeurIPS 2022 How Good Is Your Explanation? Algorithmic Stability Measures To Assess the Quality of Explanations for Deep Neural Networks WACV 2022 Modeling the Machine Learning Multiverse NeurIPS 2022 On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond NeurIPS 2022 On the generalization of learning algorithms that do not converge NeurIPS 2022 Regularization Guarantees Generalization in Bayesian Reinforcement Learning through Algorithmic Stability AAAI 2022 Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks NeurIPS 2022 Stability and Generalization for Markov Chain Stochastic Gradient Methods NeurIPS 2022 Stability of SGD: Tightness analysis and improved bounds UAI 2022 Stability vs Implicit Bias of Gradient Methods on Separable Data and Beyond COLT 2022 Stable Conformal Prediction Sets ICML 2022 Topology-aware Generalization of Decentralized SGD ICML 2022