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Learning Halfspaces with Massart Noise Under Structured Distributions.

, , , and . COLT, volume 125 of Proceedings of Machine Learning Research, page 1486-1513. PMLR, (2020)

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Robustly Learning Single-Index Models via Alignment Sharpness., , , and . CoRR, (2024)Learning Halfspaces with Massart Noise Under Structured Distributions., , , and . COLT, volume 125 of Proceedings of Machine Learning Research, page 1486-1513. PMLR, (2020)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)SQ Lower Bounds for Learning Mixtures of Separated and Bounded Covariance Gaussians., , , and . COLT, volume 195 of Proceedings of Machine Learning Research, page 2319-2349. PMLR, (2023)A Polynomial Time Algorithm for Learning Halfspaces with Tsybakov Noise., , , , and . CoRR, (2020)SQ Lower Bounds for Learning Bounded Covariance GMMs., , , and . CoRR, (2023)Statistical Query Lower Bounds for Learning Truncated Gaussians., , , and . CoRR, (2024)The Optimality of Polynomial Regression for Agnostic Learning under Gaussian Marginals., , , and . CoRR, (2021)Robustly Learning a Single Neuron via Sharpness., , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 36541-36577. PMLR, (2023)Information-Computation Tradeoffs for Learning Margin Halfspaces with Random Classification Noise., , , , and . COLT, volume 195 of Proceedings of Machine Learning Research, page 2211-2239. PMLR, (2023)