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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
Improving Adversarial Robustness via Mutual Information Estimation	Jul 25, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information Maximization	Apr 20, 2022	Cardiac SegmentationDomain Adaptation	CodeCode Available	1
Graph Representation Learning via Aggregation Enhancement	Jan 30, 2022	Data AugmentationGraph Representation Learning	CodeCode Available	1
Density Ratio Estimation via Infinitesimal Classification	Nov 22, 2021	ClassificationDensity Ratio Estimation	CodeCode Available	1
Featurized Density Ratio Estimation	Jul 5, 2021	Data AugmentationDensity Ratio Estimation	CodeCode Available	1
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization	Jul 2, 2021	Mutual Information Estimation	CodeCode Available	1
Multimodal Representation Learning via Maximization of Local Mutual Information	Mar 8, 2021	image-classificationImage Classification	CodeCode Available	1
MIND: Inductive Mutual Information Estimation, A Convex Maximum-Entropy Copula Approach	Feb 25, 2021	Mutual Information Estimation	CodeCode Available	1
Unsupervised Domain Adaptation of a Pretrained Cross-Lingual Language Model	Nov 23, 2020	Domain AdaptationLanguage Modeling	CodeCode Available	1
Telescoping Density-Ratio Estimation	Jun 22, 2020	Density Ratio EstimationMutual Information Estimation	CodeCode Available	1

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