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vc theory

8 papers

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Co-occurring keywords

uniform convergence (64) learning theory (519) support vector machine (978) vc dimension (108) chromatic number (4) plug-in estimator (7) kolmogorov conditional expectation (1) pac-bayes framework (2) clique number (2) budget learning (1)

Papers

Open problem: log(n) factor in "Local Glivenko-Cantelli" COLT 2023

Statistical Regeneration Guarantees of the Wasserstein Autoencoder with Latent Space Consistency NIPS 2021

A Limitation of the PAC-Bayes Framework NIPS 2020

Budget Learning via Bracketing AISTATS 2020

Plug-in Estimators for Conditional Expectations and Probabilities AISTATS 2018

Exceptional Rotations of Random Graphs: A VC Theory JMLR 2015

Multiclass Learning Approaches: A Theoretical Comparison with Implications NIPS 2012

VC Theory of Large Margin Multi-Category Classifiers JMLR 2007