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The Complexity of Adversarially Robust Proper Learning of Halfspaces with Agnostic Noise.

, , и . NeurIPS, (2020)

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Properly Learning Poisson Binomial Distributions in Almost Polynomial Time., , и . CoRR, (2015)Robust Learning of Mixtures of Gaussians.. SODA, стр. 1246-1258. SIAM, (2021)Statistical Query Lower Bounds for Robust Estimation of High-dimensional Gaussians and Gaussian Mixtures, , и . (2016)cite arxiv:1611.03473Comment: Changes from v1: Revised presentation. Added more applications of the technique (SQ lower bounds for robust sparse mean estimation and robust covariance estimation in spectral norm). Sharpened testing lower bound to linear in the dimension (compared to nearly-linear in first version).Learning Multivariate Log-concave Distributions, , и . (2016)cite arxiv:1605.08188Comment: To appear in COLT 2017.Testing Identity of Multidimensional Histograms., , и . COLT, том 99 из Proceedings of Machine Learning Research, стр. 1107-1131. PMLR, (2019)Online Robust Mean Estimation., , , и . CoRR, (2023)Labeling the complete bipartite graph with no zero cycles., , и . Electron. Colloquium Comput. Complex., (2017)Robust High-Dimensional Statistics., и . Beyond the Worst-Case Analysis of Algorithms, Cambridge University Press, (2020)Tight Bounds for Testing k-Linearity., и . APPROX-RANDOM, том 7408 из Lecture Notes in Computer Science, стр. 435-446. Springer, (2012)Efficiently learning halfspaces with Tsybakov noise., , , , и . STOC, стр. 88-101. ACM, (2021)