generalization bound

Robustness Implies Generalization via Data-Dependent Generalization Bounds ICML 2022 Sharp Analysis of Random Fourier Features in Classification AAAI 2022 Simplified and unified analysis of various learning problems by reduction to Multiple-Instance Learning UAI 2022 Single Trajectory Nonparametric Learning of Nonlinear Dynamics COLT 2022 Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime NeurIPS 2022 Stability Analysis and Generalization Bounds of Adversarial Training NeurIPS 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 and Generalization of Kernel Clustering: from Single Kernel to Multiple Kernel NeurIPS 2022 Stability Based Generalization Bounds for Exponential Family Langevin Dynamics ICML 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 Statistically Meaningful Approximation: a Case Study on Approximating Turing Machines with Transformers NeurIPS 2022 Supervised Learning with General Risk Functionals ICML 2022 Target alignment in truncated kernel ridge regression NeurIPS 2022 Task-Free Continual Learning via Online Discrepancy Distance Learning NeurIPS 2022 Task Relatedness-Based Generalization Bounds for Meta Learning ICLR 2022 The Trade-offs of Domain Adaptation for Neural Language Models ACL 2022 Topology-aware Generalization of Decentralized SGD ICML 2022 Towards Bridging Sample Complexity and Model Capacity AAAI 2022 Towards Understanding Generalization via Decomposing Excess Risk Dynamics ICLR 2022 Towards Understanding Sharpness-Aware Minimization ICML 2022 Understanding Dataset Difficulty with V-Usable Information ICML 2022 Understanding Gradual Domain Adaptation: Improved Analysis, Optimal Path and Beyond ICML 2022 Uniform Stability for First-Order Empirical Risk Minimization COLT 2022