stochastic gradient descent

Shrub Ensembles for Online Classification AAAI 2022 Shuffle Private Stochastic Convex Optimization ICLR 2022 Simple and Optimal Stochastic Gradient Methods for Nonsmooth Nonconvex Optimization JMLR 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 of SGD: Tightness analysis and improved bounds UAI 2022 Stability vs Implicit Bias of Gradient Methods on Separable Data and Beyond COLT 2022 Statistical Learning and Inverse Problems: A Stochastic Gradient Approach NeurIPS 2022 STGN: an Implicit Regularization Method for Learning with Noisy Labels in Natural Language Processing EMNLP 2022 Stochastic Reweighted Gradient Descent ICML 2022 Stochastic Second-Order Methods Improve Best-Known Sample Complexity of SGD for Gradient-Dominated Functions NeurIPS 2022 Stochastic Training is Not Necessary for Generalization ICLR 2022 Stochastic Variance Reduced Ensemble Adversarial Attack for Boosting the Adversarial Transferability CVPR 2022 Strength of Minibatch Noise in SGD ICLR 2022 Surprising Instabilities in Training Deep Networks and a Theoretical Analysis NeurIPS 2022 Tackling Data Heterogeneity: A New Unified Framework for Decentralized SGD with Sample-induced Topology ICML 2022 The alignment property of SGD noise and how it helps select flat minima: A stability analysis NeurIPS 2022 The dynamics of representation learning in shallow, non-linear autoencoders ICML 2022 The merged-staircase property: a necessary and nearly sufficient condition for SGD learning of sparse functions on two-layer neural networks COLT 2022 The Power of Adaptivity in SGD: Self-Tuning Step Sizes with Unbounded Gradients and Affine Variance COLT 2022 The Role of Permutation Invariance in Linear Mode Connectivity of Neural Networks ICLR 2022 The Three Stages of Learning Dynamics in High-dimensional Kernel Methods ICLR 2022 Three-stage Evolution and Fast Equilibrium for SGD with Non-degerate Critical Points ICML 2022 Toward Physically Realizable Quantum Neural Networks AAAI 2022