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There's a Hole in My Data Space: Piecewise Predictors for Heterogeneous Learning Problems.

, and . AISTATS, volume 22 of JMLR Proceedings, page 291-298. JMLR.org, (2012)

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Failures of Gradient-Based Deep Learning., , and . ICML, volume 70 of Proceedings of Machine Learning Research, page 3067-3075. PMLR, (2017)Online Learning for Time Series Prediction., , , and . COLT, volume 30 of JMLR Workshop and Conference Proceedings, page 172-184. JMLR.org, (2013)Convergence of Stochastic Gradient Descent for PCA.. ICML, volume 48 of JMLR Workshop and Conference Proceedings, page 257-265. JMLR.org, (2016)Depth Separations in Neural Networks: What is Actually Being Separated?, , and . COLT, volume 99 of Proceedings of Machine Learning Research, page 2664-2666. PMLR, (2019)Oracle complexity of second-order methods for smooth convex optimization., , and . Math. Program., 178 (1-2): 327-360 (2019)Size-Independent Sample Complexity of Neural Networks., , and . COLT, volume 75 of Proceedings of Machine Learning Research, page 297-299. PMLR, (2018)Decoupling Exploration and Exploitation in Multi-Armed Bandits., , and . ICML, icml.cc / Omnipress, (2012)Graph Approximation and Clustering on a Budget., , and . CoRR, (2014)Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes, and . CoRR, (2012)Making Gradient Descent Optimal for Strongly Convex Stochastic Optimization. CoRR, (2011)