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Mutual Information Estimation

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

Papers

Showing 5160 of 91 papers

TitleStatusHype
Data-Driven Representations for Testing Independence: Modeling, Analysis and Connection with Mutual Information Estimation0
Mutual Information Estimation as a Difference of Entropies for Unsupervised Representation Learning0
Learning Bias-Invariant Representation by Cross-Sample Mutual Information Minimization0
Causal Order Identification to Address Confounding: Binary Variables0
Fair Representation Learning using Interpolation Enabled Disentanglement0
Decomposed Mutual Information Estimation for Contrastive Representation Learning0
Novelty Detection via Contrastive Learning with Negative Data Augmentation0
Frustratingly Easy Transferability Estimation0
Reinforce Security: A Model-Free Approach Towards Secure Wiretap Coding0
Rethinking InfoNCE: How Many Negative Samples Do You Need?0
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