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stat.ML2022
Benefits of Additive Noise in Composing Classes with Bounded Capacity
Alireza Fathollah Pour, Hassan Ashtiani
We observe that given two (compatible) classes of functions and with small capacity as measured by their uniform covering numbers, the capacity of the c…
stat.ML2022★ 1 cited
Adversarially Robust Learning with Tolerance
Hassan Ashtiani, Vinayak Pathak, Ruth Urner
We initiate the study of tolerant adversarial PAC-learning with respect to metric perturbation sets. In adversarial PAC-learning, an adversary is allowed to replace a test point $x…