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Mutual information in changing environments: Nonlinear interactions, out-of-equilibrium systems, and continuously varying diffusivities

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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

Mutual information in changing environments: Nonlinear interactions, out-of-equilibrium systems, and continuously varying diffusivities

Graph Chatbot

Chattez avec Graph Search

Robust Generalization via $\alpha$-Mutual Information

Strengthened Information-theoretic Bounds on the Generalization Error

Mutual Information for the Stochastic Block Model by the Adaptive Interpolation Method

Scheduling trips through a bottleneck: monotonicity and stability

Quantifying high-order interdependencies via multivariate extensions of the mutual information

High-Dimensional Inference on Dense Graphs with Applications to Coding Theory and Machine Learning

Unsupervised Change Detection in Satellite Images using Oversegmentation and Mutual Information

Nonequilibrium Dynamics of Collective Excitations in Strongly Interacting and Correlated Quantum Systems

Bright solitons in non-equilibrium coherent quantum matter

Nonequilibrium Dynamics of Collective Excitations in Strongly Interacting and Correlated Quantum Systems

Quantifying high-order interdependencies via multivariate extensions of the mutual information

Mutual Information for the Stochastic Block Model by the Adaptive Interpolation Method

Strengthened Information-theoretic Bounds on the Generalization Error

Robust Generalization via $\alpha$-Mutual Information

Scheduling trips through a bottleneck: monotonicity and stability

Bright solitons in non-equilibrium coherent quantum matter

High-Dimensional Inference on Dense Graphs with Applications to Coding Theory and Machine Learning

Unsupervised Change Detection in Satellite Images using Oversegmentation and Mutual Information