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Efficient Algorithms for Outlier-Robust Regression.

, , and . COLT, volume 75 of Proceedings of Machine Learning Research, page 1420-1430. PMLR, (2018)

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Unconditional lower bounds for learning intersections of halfspaces., and . Mach. Learn., 69 (2-3): 97-114 (2007)Submodular Functions Are Noise Stable., , , and . Electron. Colloquium Comput. Complex., (2011)Tight Hardness Results for Training Depth-2 ReLU Networks., , , and . ITCS, volume 185 of LIPIcs, page 22:1-22:14. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, (2021)Learning Ising Models with Independent Failures., , and . COLT, volume 99 of Proceedings of Machine Learning Research, page 1449-1469. PMLR, (2019)Learning Neural Networks with Two Nonlinear Layers in Polynomial Time., and . COLT, volume 99 of Proceedings of Machine Learning Research, page 1470-1499. PMLR, (2019)Learning Halfspaces Under Log-Concave Densities: Polynomial Approximations and Moment Matching., , and . COLT, volume 30 of JMLR Workshop and Conference Proceedings, page 522-545. JMLR.org, (2013)Eigenvalue Decay Implies Polynomial-Time Learnability for Neural Networks., and . NIPS, page 2192-2202. (2017)Time/Accuracy Tradeoffs for Learning a ReLU with respect to Gaussian Marginals., , and . NeurIPS, page 8582-8591. (2019)List-decodable Linear Regression., , and . NeurIPS, page 7423-7432. (2019)Statistical-Query Lower Bounds via Functional Gradients., , and . NeurIPS, (2020)