conftrace_

pac-bayesian theory

34 papers

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Also known as

PAC-BAYESIAN PAC-BAYES

Co-occurring keywords

generalization bound (652) pac-bayesian bound (40) generalization error (285) neural network (6616) generative model (2892) concentration inequality (81) learning theory (519) wasserstein distance (417) statistical guarantee (33) stochastic gradient langevin dynamics (49)

Papers

PAC-Bayes Un-Expected Bernstein Inequality NIPS 2019
Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks NIPS 2019
Fast-rate PAC-Bayes Generalization Bounds via Shifted Rademacher Processes NIPS 2019
Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints COLT 2018
PAC-Bayes Tree: weighted subtrees with guarantees NIPS 2018
PAC-Bayesian Collective Stability AISTATS 2014
PAC-Bayesian Theory for Transductive Learning AISTATS 2014
PAC-Bayesian AUC classification and scoring NIPS 2014
Optimal aggregation of affine estimators COLT 2011