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Mutual Information Estimation

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

Papers

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TitleStatusHype
Augmentation-Free Graph Contrastive Learning of Invariant-Discriminative RepresentationsCode3
Large Language Models are Efficient Learners of Noise-Robust Speech RecognitionCode2
Learning deep representations by mutual information estimation and maximizationCode1
On the Properties and Estimation of Pointwise Mutual Information ProfilesCode1
Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information MaximizationCode1
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and MaximizationCode1
Mutual Wasserstein Discrepancy Minimization for Sequential RecommendationCode1
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge ComputingCode1
Improving Adversarial Robustness via Mutual Information EstimationCode1
Telescoping Density-Ratio EstimationCode1
Multimodal Representation Learning via Maximization of Local Mutual InformationCode1
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language ModelsCode1
MINDE: Mutual Information Neural Diffusion EstimationCode1
Unsupervised Domain Adaptation of a Pretrained Cross-Lingual Language ModelCode1
Featurized Density Ratio EstimationCode1
Graph Representation Learning via Aggregation EnhancementCode1
copent: Estimating Copula Entropy and Transfer Entropy in RCode1
Assessing Neural Network Representations During Training Using Data Diffusion SpectraCode1
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre OptimizationCode1
Graph Representation Learning via Graphical Mutual Information MaximizationCode1
MIND: Inductive Mutual Information Estimation, A Convex Maximum-Entropy Copula ApproachCode1
Rethinking Negative Pairs in Code SearchCode1
Density Ratio Estimation via Infinitesimal ClassificationCode1
Closed-Form Information Capacity of Canonical Signaling ModelsCode0
CCMI : Classifier based Conditional Mutual Information EstimationCode0
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