pac-bayesian theory

Stopping criterion for active learning based on deterministic generalization bounds AISTATS 2020 Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks NeurIPS 2019 Fast-rate PAC-Bayes Generalization Bounds via Shifted Rademacher Processes NeurIPS 2019 PAC-Bayes under potentially heavy tails NeurIPS 2019 PAC-Bayes Un-Expected Bernstein Inequality NeurIPS 2019 Pseudo-Bayesian Learning with Kernel Fourier Transform as Prior AISTATS 2019 Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints COLT 2018 PAC-Bayes Tree: weighted subtrees with guarantees NeurIPS 2018 PAC-Bayesian AUC classification and scoring NeurIPS 2014 PAC-Bayesian Collective Stability AISTATS 2014 PAC-Bayesian Theory for Transductive Learning AISTATS 2014 Optimal aggregation of affine estimators COLT 2011