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Mutual Information Estimation

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

Papers

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Showing 1–10 of 91 papers

Title	Date	Tasks	Status	Hype	Score
Augmentation-Free Graph Contrastive Learning of Invariant-Discriminative Representations	Oct 15, 2022	Contrastive LearningData Augmentation	CodeCode Available	3	5
Large Language Models are Efficient Learners of Noise-Robust Speech Recognition	Jan 19, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	2	5
MIND: Inductive Mutual Information Estimation, A Convex Maximum-Entropy Copula Approach	Feb 25, 2021	Mutual Information Estimation	CodeCode Available	1	5
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge Computing	Feb 21, 2023	Data CompressionEdge-computing	CodeCode Available	1	5
Density Ratio Estimation via Infinitesimal Classification	Nov 22, 2021	ClassificationDensity Ratio Estimation	CodeCode Available	1	5
Improving Adversarial Robustness via Mutual Information Estimation	Jul 25, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	1	5
Assessing Neural Network Representations During Training Using Data Diffusion Spectra	May 31, 2023	Mutual Information EstimationRepresentation Learning	CodeCode Available	1	5
copent: Estimating Copula Entropy and Transfer Entropy in R	May 27, 2020	BIG-bench Machine LearningCausal Discovery	CodeCode Available	1	5
Featurized Density Ratio Estimation	Jul 5, 2021	Data AugmentationDensity Ratio Estimation	CodeCode Available	1	5
Graph Representation Learning via Graphical Mutual Information Maximization	Feb 4, 2020	Graph Representation LearningLink Prediction	CodeCode Available	1	5

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