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Mutual Information Estimation

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

Papers

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TitleStatusHype
Learning deep representations by mutual information estimation and maximizationCode1
Improving Adversarial Robustness via Mutual Information EstimationCode1
MIND: Inductive Mutual Information Estimation, A Convex Maximum-Entropy Copula ApproachCode1
Telescoping Density-Ratio EstimationCode1
Multimodal Representation Learning via Maximization of Local Mutual InformationCode1
Density Ratio Estimation via Infinitesimal ClassificationCode1
copent: Estimating Copula Entropy and Transfer Entropy in RCode1
Assessing Neural Network Representations During Training Using Data Diffusion SpectraCode1
Rethinking Negative Pairs in Code SearchCode1
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language ModelsCode1
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