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On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization.

, , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 244-253. PMLR, (2018)

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Better Rates for Any Adversarial Deterministic MDP., and . ICML (3), volume 28 of JMLR Workshop and Conference Proceedings, page 675-683. JMLR.org, (2013)A simple multi-armed bandit algorithm with optimal variation-bounded regret., and . COLT, volume 19 of JMLR Proceedings, page 817-820. JMLR.org, (2011)Second-Order Stochastic Optimization for Machine Learning in Linear Time., , and . J. Mach. Learn. Res., (2017)Learning in Non-convex Games with an Optimization Oracle., , and . COLT, volume 99 of Proceedings of Machine Learning Research, page 18-29. PMLR, (2019)Online Learning with Prior Knowledge., and . COLT, volume 4539 of Lecture Notes in Computer Science, page 499-513. Springer, (2007)Faster Rates for the Frank-Wolfe Method over Strongly-Convex Sets., and . CoRR, (2014)A Polynomial Time Conditional Gradient Algorithm with Applications to Online and Stochastic Optimization, and . CoRR, (2013)Volumetric Spanners and their Applications to Machine Learning., , and . CoRR, (2013)Competing in the Dark: An Efficient Algorithm for Bandit Linear Optimization, , and . (2008)Improper Learning for Non-Stochastic Control., , and . COLT, volume 125 of Proceedings of Machine Learning Research, page 3320-3436. PMLR, (2020)