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excess risk

66 papers

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Co-occurring keywords

statistical learning (351) generalization bound (652) linear regression (282) risk bound (71) benign overfitting (35) empirical risk minimization (352) learning theory (519) differential privacy (1016) convergence rate (607) stochastic gradient descent (1091)

Papers

PAC-Bayes Un-Expected Bernstein Inequality NIPS 2019
Rates of Convergence for Large-scale Nearest Neighbor Classification NIPS 2019
A Sharp Lower Bound for Agnostic Learning with Sample Compression Schemes ALT 2019
Distribution-Dependent Analysis of Gibbs-ERM Principle COLT 2019
Statistical Learning with a Nuisance Component COLT 2019
PAC-Bayes Tree: weighted subtrees with guarantees NIPS 2018
Fast rates with high probability in exp-concave statistical learning AISTATS 2017
Hypothesis Transfer Learning via Transformation Functions NIPS 2017
Excess Risk Bounds for the Bayes Risk using Variational Inference in Latent Gaussian Models NIPS 2017
Nearly Optimal Private LASSO NIPS 2015
Learning with Square Loss: Localization through Offset Rademacher Complexity COLT 2015
(Near) Dimension Independent Risk Bounds for Differentially Private Learning ICML 2014
From Stochastic Mixability to Fast Rates NIPS 2014
Loss-Proportional Subsampling for Subsequent ERM ICML 2013
On U-processes and clustering performance NIPS 2011
On the Generalization Ability of Online Strongly Convex Programming Algorithms NIPS 2008