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Preface: Conference on Learning Theory (COLT), 2017.

, and . COLT, volume 65 of Proceedings of Machine Learning Research, page 1-3. PMLR, (2017)

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Proving the Lottery Ticket Hypothesis: Pruning is All You Need., , , and . ICML, volume 119 of Proceedings of Machine Learning Research, page 6682-6691. PMLR, (2020)Efficient Online Learning via Randomized Rounding., and . NIPS, page 343-351. (2011)Fundamental Limits of Online and Distributed Algorithms for Statistical Learning and Estimation.. NIPS, page 163-171. (2014)Oracle Complexity in Nonsmooth Nonconvex Optimization., and . NeurIPS, page 324-334. (2021)Without-Replacement Sampling for Stochastic Gradient Methods.. NIPS, page 46-54. (2016)The Min-Max Complexity of Distributed Stochastic Convex Optimization with Intermittent Communication., , , and . COLT, volume 134 of Proceedings of Machine Learning Research, page 4386-4437. PMLR, (2021)Size and Depth Separation in Approximating Benign Functions with Neural Networks., , , and . COLT, volume 134 of Proceedings of Machine Learning Research, page 4195-4223. PMLR, (2021)Width is Less Important than Depth in ReLU Neural Networks., , and . COLT, volume 178 of Proceedings of Machine Learning Research, page 1249-1281. PMLR, (2022)Implicit Regularization in ReLU Networks with the Square Loss., and . COLT, volume 134 of Proceedings of Machine Learning Research, page 4224-4258. PMLR, (2021)Online Learning of Noisy Data with Kernels., , and . COLT, page 218-230. Omnipress, (2010)