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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
Alleviating the Incompatibility between Cross Entropy Loss and Episode Training for Few-shot Skin Disease Classification—0
An Empirical Study of Leading Measures of Dependence—0
A Perspective on Neural Capacity Estimation: Viability and Reliability—0
A Quantitative Metric for Privacy Leakage in Federated Learning—0
A Reverse Jensen Inequality Result with Application to Mutual Information Estimation—0
Artifact Feature Purification for Cross-domain Detection of AI-generated Images—0
Biphasic Learning of GANs for High-Resolution Image-to-Image Translation—0
Causal Order Identification to Address Confounding: Binary Variables—0
CNN-Aided Factor Graphs with Estimated Mutual Information Features for Seizure Detection—0
Compressed Predictive Information Coding—0
Data-Driven Representations for Testing Independence: Modeling, Analysis and Connection with Mutual Information Estimation—0
Decomposed Mutual Information Estimation for Contrastive Representation Learning—0
Deep Spectral Clustering using Dual Autoencoder Network—0
Disentangled Noisy Correspondence Learning—0
Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation—0
Equitability Analysis of the Maximal Information Coefficient, with Comparisons—0
Estimating the Density Ratio between Distributions with High Discrepancy using Multinomial Logistic Regression—0
Exponential Concentration for Mutual Information Estimation with Application to Forests—0
Fair Representation Learning using Interpolation Enabled Disentanglement—0
fastHDMI: Fast Mutual Information Estimation for High-Dimensional Data—0
Frustratingly Easy Transferability Estimation—0
Improved Mutual Information Estimation—0
InfoBridge: Mutual Information estimation via Bridge Matching—0
Learning Bias-Invariant Representation by Cross-Sample Mutual Information Minimization—0
Matching Text with Deep Mutual Information Estimation—0
Meta-Statistical Learning: Supervised Learning of Statistical Inference—0
Mixed vine copulas as joint models of spike counts and local field potentials—0
Multi-label Contrastive Predictive Coding—0
Multimodal Image-to-Image Translation via Mutual Information Estimation and Maximization—0
Mutual Information Estimation as a Difference of Entropies for Unsupervised Representation Learning—0
Mutual information estimation for graph convolutional neural networks—0
Mutual Information Estimation via Normalizing Flows—0
Neural Topic Modeling with Deep Mutual Information Estimation—0
Nonparanormal Information Estimation—0
Novelty Detection via Contrastive Learning with Negative Data Augmentation—0
On Information Plane Analyses of Neural Network Classifiers -- A Review—0
On regularized Radon-Nikodym differentiation—0
On the Effectiveness of Hybrid Mutual Information Estimation—0
Reinforce Security: A Model-Free Approach Towards Secure Wiretap Coding—0
Representation Learning with Information Theory for COVID-19 Detection—0
Rethinking InfoNCE: How Many Negative Samples Do You Need?—0
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