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Mutual Information Estimation

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

Papers

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Showing 51–75 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
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