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Mutual Information Estimation

To estimate mutual information from samples, specially for high-dimensional variables.

Papers

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Showing 21–30 of 91 papers

Title	Date	Tasks	Status	Hype	Score
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language Models	Feb 29, 2024	FairnessMutual Information Estimation	CodeCode Available	1	5
Telescoping Density-Ratio Estimation	Jun 22, 2020	Density Ratio EstimationMutual Information Estimation	CodeCode Available	1	5
Density Ratio Estimation via Infinitesimal Classification	Nov 22, 2021	ClassificationDensity Ratio Estimation	CodeCode Available	1	5
Closed-Form Information Capacity of Canonical Signaling Models	May 13, 2025	DiversityForm	CodeCode Available	0	5
Empowerment-driven Exploration using Mutual Information Estimation	Oct 11, 2018	Deep Reinforcement LearningMontezuma's Revenge	CodeCode Available	0	5
Neural Entropic Estimation: A faster path to mutual information estimation	May 30, 2019	Mutual Information Estimation	CodeCode Available	0	5
Neural Joint Entropy Estimation	Dec 21, 2020	Data CompressionMutual Information Estimation	CodeCode Available	0	5
CCMI : Classifier based Conditional Mutual Information Estimation	Jun 5, 2019	feature selectionMutual Information Estimation	CodeCode Available	0	5
Estimating Mutual Information for Discrete-Continuous Mixtures	Sep 19, 2017	ClusteringMutual Information Estimation	CodeCode Available	0	5
Mutual Information Neural Estimation	Jul 1, 2018	General ClassificationMutual Information Estimation	CodeCode Available	0	5

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