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cs.LG2025
DReS: Dual Reconstruction Smoothing for Functional Regularization
Parsa Moradi, Tayyebeh Jahaninezhad, Hanzaleh Akbarinodehi +1
Smoothness is a key inductive bias in machine learning and is closely related to generalization. Existing smoothness-inducing methods typically rely either on explicit gradient reg…
cs.LG2025
Adversarial Robustness of Nonparametric Regression
Parsa Moradi, Hanzaleh Akabrinodehi, Mohammad Ali Maddah-Ali
In this paper, we investigate the adversarial robustness of nonparametric regression, a fundamental problem in machine learning, under the setting where an adversary can arbitraril…