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Faster Perturbed Stochastic Gradient Methods for Finding Local Minima.

, , and . ALT, volume 167 of Proceedings of Machine Learning Research, page 176-204. PMLR, (2022)

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Accelerated Stochastic Block Coordinate Descent with Optimal Sampling., and . KDD, page 2035-2044. ACM, (2016)On Trivial Solution and Scale Transfer Problems in Graph Regularized NMF., , and . IJCAI, page 1288-1293. IJCAI/AAAI, (2011)Stochastic Gradient Descent Optimizes Over-parameterized Deep ReLU Networks., , , and . CoRR, (2018)A General Framework for Sample-Efficient Function Approximation in Reinforcement Learning., , , , and . CoRR, (2022)Local Relevance Weighted Maximum Margin Criterion for Text Classification., and . SDM, page 1136-1147. SIAM, (2009)Collaborative Filtering: Weighted Nonnegative Matrix Factorization Incorporating User and Item Graphs., , and . SDM, page 199-210. SIAM, (2010)Improving Adversarial Robustness Requires Revisiting Misclassified Examples., , , , , and . ICLR, OpenReview.net, (2020)Sample Efficient Policy Gradient Methods with Recursive Variance Reduction., , and . ICLR, OpenReview.net, (2020)Understanding the Intrinsic Robustness of Image Distributions using Conditional Generative Models., , , and . AISTATS, volume 108 of Proceedings of Machine Learning Research, page 3883-3893. PMLR, (2020)Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow., , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 5751-5760. PMLR, (2018)