BeyondPerturbations: LearningGuaranteeswith ArbitraryAdversarialTestExamples

Feb-9-2026, 23:28:46 GMT–Neural Information Processing Systems

Inparticular,forany function in a classC of bounded VC dimension, we guarantee a low test error rate and a low rejection ratewith respect toP. Our algorithm is efficient given an Empirical Risk Minimizer (ERM) forC.

artificial intelligence, machine learning, test example, (18 more...)

Neural Information Processing Systems

Feb-9-2026, 23:28:46 GMT

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Beyond Perturbations: Learning Guarantees with Arbitrary Adversarial Test Examples

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