Publications associées à From Generalisation Error to Transportation-cost Inequalities and Back

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Robust Generalization via $\alpha$-Mutual Information

Michael Christoph Gastpar, Amedeo Roberto Esposito, Ibrahim Issa

The aim of this work is to provide bounds connecting two probability measures of the same event using Rényi

\alpha

-Divergences and Sibson’s

\alpha

-Mutual Information, a generalization of respectively the Kullback-Leibler Divergence and Shannon’s Mutual ...

ETHZ2020

From Generalisation Error to Transportation-cost Inequalities and Back

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Chattez avec Graph Search

Lower-bounds on the Bayesian Risk in Estimation Procedures via f–Divergences

The Gray-Wyner Network and Wyner's Common Information for Gaussian Sources

Generalization Error Bounds Via Rényi-, f-Divergences and Maximal Leakage

A Comparison of optimal measurement-system design with engineering judgement for bridge load testing

Robust Generalization via f−Mutual Information

Robust Generalization via $\alpha$-Mutual Information

Entropy as a tool for crystal discovery

Subadditivity Beyond Trees and the Chi-Squared Mutual Information

Statistical Physics Methods for Community Detection

A sequence-dependent coarse-grain model of B-DNA with explicit description of bases and phosphate groups parametrised from large scale Molecular Dynamics simulations

Subadditivity Beyond Trees and the Chi-Squared Mutual Information

A sequence-dependent coarse-grain model of B-DNA with explicit description of bases and phosphate groups parametrised from large scale Molecular Dynamics simulations

Entropy as a tool for crystal discovery

Generalization Error Bounds Via Rényi-, f-Divergences and Maximal Leakage

A Comparison of optimal measurement-system design with engineering judgement for bridge load testing

Robust Generalization via $\alpha$-Mutual Information

Statistical Physics Methods for Community Detection

Lower-bounds on the Bayesian Risk in Estimation Procedures via f–Divergences

The Gray-Wyner Network and Wyner's Common Information for Gaussian Sources

Robust Generalization via f−Mutual Information