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Mutual Information Estimation

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

Papers

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Showing 51–91 of 91 papers

TitleStatusHype
Frustratingly Easy Transferability Estimation—0
Reinforce Security: A Model-Free Approach Towards Secure Wiretap Coding—0
Rethinking InfoNCE: How Many Negative Samples Do You Need?—0
Multimodal Representation Learning via Maximization of Local Mutual InformationCode1
MIND: Inductive Mutual Information Estimation, A Convex Maximum-Entropy Copula ApproachCode1
A Quantitative Metric for Privacy Leakage in Federated Learning—0
Neural Joint Entropy EstimationCode0
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
Multimodal Image-to-Image Translation via Mutual Information Estimation and Maximization—0
Multi-label Contrastive Predictive Coding—0
Telescoping Density-Ratio EstimationCode1
copent: Estimating Copula Entropy and Transfer Entropy in RCode1
On the Information Plane of AutoencodersCode0
Alleviating the Incompatibility between Cross Entropy Loss and Episode Training for Few-shot Skin Disease Classification—0
On Information Plane Analyses of Neural Network Classifiers -- A Review—0
Matching Text with Deep Mutual Information Estimation—0
Graph Representation Learning via Graphical Mutual Information MaximizationCode1
Exploiting Style and Attention in Real-World Super-Resolution—0
Learning Disentangled Representations via Mutual Information EstimationCode0
Improved Mutual Information Estimation—0
LSMI-Sinkhorn: Semi-supervised Mutual Information Estimation with Optimal TransportCode0
CCMI : Classifier based Conditional Mutual Information EstimationCode0
Neural Entropic Estimation: A faster path to mutual information estimationCode0
Better Long-Range Dependency By Bootstrapping A Mutual Information RegularizerCode0
Practical and Consistent Estimation of f-DivergencesCode0
Deep Spectral Clustering using Dual Autoencoder Network—0
Biphasic Learning of GANs for High-Resolution Image-to-Image Translation—0
Deep Learning for Channel Coding via Neural Mutual Information EstimationCode0
Adaptive Estimators Show Information Compression in Deep Neural Networks—0
Empowerment-driven Exploration using Mutual Information EstimationCode0
Learning deep representations by mutual information estimation and maximizationCode1
Mutual Information Neural EstimationCode0
Scalable Mutual Information Estimation using Dependence GraphsCode0
Estimating Mutual Information for Discrete-Continuous MixturesCode0
Nonparanormal Information Estimation—0
Mixed vine copulas as joint models of spike counts and local field potentials—0
Theoretical Evaluation of Feature Selection Methods based on Mutual Information—0
An Empirical Study of Leading Measures of Dependence—0
Equitability Analysis of the Maximal Information Coefficient, with Comparisons—0
Exponential Concentration for Mutual Information Estimation with Application to Forests—0
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