Generalization bounds
Uniform convergence, margin and PAC-Bayes bounds for deep networks.
Understanding deep learning requires rethinking generalizationZhang et al., 20178 questions
Spectrally normalized margin boundsBartlett et al., 20178 questions
Limits of uniform convergenceNagarajan and Kolter, 20197 questions
Nonvacuous PAC-Bayes boundsDziugaite and Roy, 2017; Lotfi et al., 20228 questions