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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

Statistical Physics Methods for Community Detection

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Mutual information for low-rank even-order symmetric tensor estimation

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

Recent advances in trajectory inference from single-cell omics data

Switchover phenomenon induced by epidemic seeding on geometric networks

Graph Laplacian Mixture Model

Robust Generalization via $\alpha$-Mutual Information

Mask Combination of Multi-Layer Graphs for Global Structure Inference

Who Started This Rumor? Quantifying the Natural Differential Privacy of Gossip Protocols

Spikyball Sampling: Exploring Large Networks via an Inhomogeneous Filtered Diffusion

Robust Generalization via f−Mutual Information

Mutual information for low-rank even-order symmetric tensor estimation

Recent advances in trajectory inference from single-cell omics data

Robust Generalization via f−Mutual Information

Robust Generalization via $\alpha$-Mutual Information

Mask Combination of Multi-Layer Graphs for Global Structure Inference

Spikyball Sampling: Exploring Large Networks via an Inhomogeneous Filtered Diffusion

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

Graph Laplacian Mixture Model

Switchover phenomenon induced by epidemic seeding on geometric networks

Who Started This Rumor? Quantifying the Natural Differential Privacy of Gossip Protocols