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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

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

Recent advances in trajectory inference from single-cell omics data

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

Switchover phenomenon induced by epidemic seeding on geometric networks

Graph Laplacian Mixture Model

Robust Generalization via $\alpha$-Mutual Information