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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
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre OptimizationCode1
Featurized Density Ratio EstimationCode1
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge ComputingCode1
Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information MaximizationCode1
Graph Representation Learning via Graphical Mutual Information MaximizationCode1
Density Ratio Estimation via Infinitesimal ClassificationCode1
Improving Adversarial Robustness via Mutual Information EstimationCode1
Graph Representation Learning via Aggregation EnhancementCode1
MIND: Inductive Mutual Information Estimation, A Convex Maximum-Entropy Copula ApproachCode1
On the Properties and Estimation of Pointwise Mutual Information ProfilesCode1
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and MaximizationCode1
Learning deep representations by mutual information estimation and maximizationCode1
Mutual Wasserstein Discrepancy Minimization for Sequential RecommendationCode1
Multimodal Representation Learning via Maximization of Local Mutual InformationCode1
Assessing Neural Network Representations During Training Using Data Diffusion SpectraCode1
Telescoping Density-Ratio EstimationCode1
MINDE: Mutual Information Neural Diffusion EstimationCode1
copent: Estimating Copula Entropy and Transfer Entropy in RCode1
Rethinking Negative Pairs in Code SearchCode1
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language ModelsCode1
Unsupervised Domain Adaptation of a Pretrained Cross-Lingual Language ModelCode1
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
Exploiting Style and Attention in Real-World Super-Resolution—0
A Deep Bayesian Nonparametric Framework for Robust Mutual Information Estimation—0
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
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