On the Hardness of Robust Classification
Pascale Gourdeau, Varun Kanade, Marta Kwiatkowska, James Worrell
–Neural Information Processing Systems
We start with two negative results. We show that no non-trivial concept class can be robustly learned in the distribution-free setting against an adversary who can perturb just a single input bit.
Neural Information Processing Systems
Oct-3-2025, 02:43:06 GMT
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- Information Technology