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• W3025573352 abstract "We study the problem of learning adversarially robust halfspaces in the distribution-independent setting. In the realizable setting, we provide necessary and sufficient conditions on the adversarial perturbation sets under which halfspaces are efficiently robustly learnable. In the presence of random label noise, we give a simple computationally efficient algorithm for this problem with respect to any $ell_p$-perturbation." @default.
• W3025573352 created "2020-05-21" @default.
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• W3025573352 date "2020-05-15" @default.
• W3025573352 modified "2023-09-27" @default.
• W3025573352 title "Efficiently Learning Adversarially Robust Halfspaces with Noise" @default.
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