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Mutual Information Estimation

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

Papers

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Showing 11–20 of 91 papers

Title	Date	Tasks	Status	Hype
Density Ratio Estimation via Infinitesimal Classification	Nov 22, 2021	ClassificationDensity Ratio Estimation	CodeCode Available	1
Mutual Wasserstein Discrepancy Minimization for Sequential Recommendation	Jan 28, 2023	Contrastive LearningMutual Information Estimation	CodeCode Available	1
Rethinking Negative Pairs in Code Search	Oct 12, 2023	Code SearchContrastive Learning	CodeCode Available	1
Telescoping Density-Ratio Estimation	Jun 22, 2020	Density Ratio EstimationMutual Information Estimation	CodeCode Available	1
MIND: Inductive Mutual Information Estimation, A Convex Maximum-Entropy Copula Approach	Feb 25, 2021	Mutual Information Estimation	CodeCode Available	1
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge Computing	Feb 21, 2023	Data CompressionEdge-computing	CodeCode Available	1
copent: Estimating Copula Entropy and Transfer Entropy in R	May 27, 2020	BIG-bench Machine LearningCausal Discovery	CodeCode Available	1
Assessing Neural Network Representations During Training Using Data Diffusion Spectra	May 31, 2023	Mutual Information EstimationRepresentation Learning	CodeCode Available	1
Multimodal Representation Learning via Maximization of Local Mutual Information	Mar 8, 2021	image-classificationImage Classification	CodeCode Available	1
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language Models	Feb 29, 2024	FairnessMutual Information Estimation	CodeCode Available	1

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