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Mutual Information Estimation

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

Papers

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Showing 1–50 of 91 papers

TitleStatusHype
Augmentation-Free Graph Contrastive Learning of Invariant-Discriminative RepresentationsCode3
Large Language Models are Efficient Learners of Noise-Robust Speech RecognitionCode2
copent: Estimating Copula Entropy and Transfer Entropy in RCode1
Multimodal Representation Learning via Maximization of Local Mutual InformationCode1
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and MaximizationCode1
MINDE: Mutual Information Neural Diffusion EstimationCode1
Mutual Wasserstein Discrepancy Minimization for Sequential RecommendationCode1
Featurized Density Ratio EstimationCode1
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge ComputingCode1
Graph Representation Learning via Graphical Mutual Information MaximizationCode1
Graph Representation Learning via Aggregation EnhancementCode1
Density Ratio Estimation via Infinitesimal ClassificationCode1
Improving Adversarial Robustness via Mutual Information EstimationCode1
MIND: Inductive Mutual Information Estimation, A Convex Maximum-Entropy Copula ApproachCode1
Rethinking Negative Pairs in Code SearchCode1
Learning deep representations by mutual information estimation and maximizationCode1
Telescoping Density-Ratio EstimationCode1
On the Properties and Estimation of Pointwise Mutual Information ProfilesCode1
Assessing Neural Network Representations During Training Using Data Diffusion SpectraCode1
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre OptimizationCode1
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language ModelsCode1
Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information MaximizationCode1
Unsupervised Domain Adaptation of a Pretrained Cross-Lingual Language ModelCode1
Reducing the Variance of Variational Estimates of Mutual Information by Limiting the Critic's Hypothesis Space to RKHSCode0
Empowerment-driven Exploration using Mutual Information EstimationCode0
Copula Density Neural EstimationCode0
CCMI : Classifier based Conditional Mutual Information EstimationCode0
Deep Learning for Channel Coding via Neural Mutual Information EstimationCode0
Mutual Information Neural EstimationCode0
DiME: Maximizing Mutual Information by a Difference of Matrix-Based EntropiesCode0
Neural Entropic Estimation: A faster path to mutual information estimationCode0
Neural Joint Entropy EstimationCode0
Estimating Mutual Information for Discrete-Continuous MixturesCode0
LSMI-Sinkhorn: Semi-supervised Mutual Information Estimation with Optimal TransportCode0
Closed-Form Information Capacity of Canonical Signaling ModelsCode0
Better Long-Range Dependency By Bootstrapping A Mutual Information RegularizerCode0
Scalable Mutual Information Estimation using Dependence GraphsCode0
Mutual Information Estimation via f-Divergence and Data DerangementsCode0
Learning Disentangled Representations via Mutual Information EstimationCode0
On the Information Plane of AutoencodersCode0
Improving Mutual Information Estimation with Annealed and Energy-Based BoundsCode0
Computing high-dimensional optimal transport by flow neural networksCode0
Representation Learning with Information Theory for COVID-19 Detection—0
Rethinking InfoNCE: How Many Negative Samples Do You Need?—0
Toward Enhanced Robustness in Unsupervised Graph Representation Learning: A Graph Information Bottleneck Perspective—0
Adaptive Estimators Show Information Compression in Deep Neural Networks—0
Subgraph Networks Based Contrastive Learning—0
The Decoupling Concept Bottleneck Model—0
Theoretical Evaluation of Feature Selection Methods based on Mutual Information—0
Exploiting Style and Attention in Real-World Super-Resolution—0
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