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Neural Networks Efficiently Learn Low-Dimensional Representations with SGD., , , , and . CoRR, (2022)Generalization of Two-layer Neural Networks: An Asymptotic Viewpoint., , , , and . ICLR, OpenReview.net, (2020)Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings., , and . AAAI, page 9066-9073. AAAI Press, (2022)Estimating LASSO Risk and Noise Level., , and . NIPS, page 944-952. (2013)An Analysis of Constant Step Size SGD in the Non-convex Regime: Asymptotic Normality and Bias., , , and . NeurIPS, page 4234-4248. (2021)On the Ergodicity, Bias and Asymptotic Normality of Randomized Midpoint Sampling Method., , and . NeurIPS, (2020)Mirror Descent Strikes Again: Optimal Stochastic Convex Optimization under Infinite Noise Variance., , , , and . COLT, volume 178 of Proceedings of Machine Learning Research, page 65-102. PMLR, (2022)Towards a Theory of Non-Log-Concave Sampling: First-Order Stationarity Guarantees for Langevin Monte Carlo., , , , and . COLT, volume 178 of Proceedings of Machine Learning Research, page 2896-2923. PMLR, (2022)Generalization Bounds for Stochastic Gradient Descent via Localized ε-Covers., , and . CoRR, (2022)Flexible results for quadratic forms with applications to variance components estimation, and . (2015)cite arxiv:1509.04388.