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05/05/2021
AdaBoost and robust one-bit compressed sensing
This paper studies binary classification in robust one-bit compressed se...
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12/01/2020
On the robustness of minimum-norm interpolators
This article develops a general theory for minimum-norm interpolated est...
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03/12/2020
Benign overfitting in the large deviation regime
We investigate the benign overfitting phenomenon in the large deviation ...
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05/10/2019
Robust high dimensional learning for Lipschitz and convex losses
We establish risk bounds for Regularized Empirical Risk Minimizers (RERM...
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02/06/2019
Robust learning and complexity dependent bounds for regularized problems
We obtain risk bounds for Regularized Empirical Risk Minimizers (RERM) a...
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10/02/2018