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cs.LG2021
Transductive Robust Learning Guarantees
Omar Montasser, Steve Hanneke, Nathan Srebro
We study the problem of adversarially robust learning in the transductive setting. For classes of bounded VC dimension, we propose a simple transductive learner that…
cs.LG2021★ 2 cited
Adversarially Robust Learning with Unknown Perturbation Sets
Omar Montasser, Steve Hanneke, Nathan Srebro
We study the problem of learning predictors that are robust to adversarial examples with respect to an unknown perturbation set, relying instead on interaction with an adversarial…