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Algorithms and SQ Lower Bounds for PAC Learning One-Hidden-Layer ReLU Networks.

, , , and . COLT, volume 125 of Proceedings of Machine Learning Research, page 1514-1539. PMLR, (2020)

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SLaM: Student-Label Mixing for Semi-Supervised Knowledge Distillation., , , , , and . CoRR, (2023)Self-Directed Linear Classification., , , and . COLT, volume 195 of Proceedings of Machine Learning Research, page 2919-2947. PMLR, (2023)Convergence and Sample Complexity of SGD in GANs., , and . CoRR, (2020)Efficient Algorithms for Learning from Coarse Labels., , , and . COLT, volume 134 of Proceedings of Machine Learning Research, page 2060-2079. PMLR, (2021)A Statistical Taylor Theorem and Extrapolation of Truncated Densities., , , and . COLT, volume 134 of Proceedings of Machine Learning Research, page 1395-1398. PMLR, (2021)Online Learning of Halfspaces with Massart Noise., , , and . CoRR, (2024)Efficient Discrepancy Testing for Learning with Distribution Shift., , , , and . CoRR, (2024)Optimizing Solution-Samplers for Combinatorial Problems: The Landscape of Policy-Gradient Methods., , , , and . CoRR, (2023)Agnostic Proper Learning of Halfspaces under Gaussian Marginals., , , , and . COLT, volume 134 of Proceedings of Machine Learning Research, page 1522-1551. PMLR, (2021)Learning General Halfspaces with Adversarial Label Noise via Online Gradient Descent., , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 5118-5141. PMLR, (2022)