generalization bound

Multi-group Agnostic PAC Learnability ICML 2021 Narrow Margins: Classification, Margins and Fat Tails ICML 2021 Norm-Based Generalisation Bounds for Deep Multi-Class Convolutional Neural Networks AAAI 2021 On the proliferation of support vectors in high dimensions AISTATS 2021 On the Role of Data in PAC-Bayes Bounds AISTATS 2021 On the Validity of Modeling SGD with Stochastic Differential Equations (SDEs) NeurIPS 2021 Optimal Rates for Random Order Online Optimization NeurIPS 2021 Optimizing Information-theoretical Generalization Bound via Anisotropic Noise of SGLD NeurIPS 2021 PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes COLT 2021 Provable Generalization of SGD-trained Neural Networks of Any Width in the Presence of Adversarial Label Noise ICML 2021 Provably Strict Generalisation Benefit for Equivariant Models ICML 2021 RATT: Leveraging Unlabeled Data to Guarantee Generalization ICML 2021 Relative Deviation Margin Bounds ICML 2021 Rethinking and Reweighting the Univariate Losses for Multi-Label Ranking: Consistency and Generalization NeurIPS 2021 Revisiting Model-Agnostic Private Learning: Faster Rates and Active Learning AISTATS 2021 Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning ICML 2021 Robust Generalization despite Distribution Shift via Minimum Discriminating Information NeurIPS 2021 Robust Learning for Data Poisoning Attacks ICML 2021 Self-Attention Networks Can Process Bounded Hierarchical Languages ACL 2021 Sharper Generalization Bounds for Clustering ICML 2021 Sharper Generalization Bounds for Learning with Gradient-dominated Objective Functions ICLR 2021 Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning NeurIPS 2021 Stability and Differential Privacy of Stochastic Gradient Descent for Pairwise Learning with Non-Smooth Loss AISTATS 2021 Stability and Generalization for Randomized Coordinate Descent IJCAI 2021 Stability and Generalization of Bilevel Programming in Hyperparameter Optimization NeurIPS 2021