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Mutual Information Estimation

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

Papers

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Showing 1–25 of 91 papers

TitleStatusHype
Closed-Form Information Capacity of Canonical Signaling ModelsCode0
Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation—0
A Deep Bayesian Nonparametric Framework for Robust Mutual Information Estimation—0
Meta-Statistical Learning: Supervised Learning of Statistical Inference—0
InfoBridge: Mutual Information estimation via Bridge Matching—0
The Decoupling Concept Bottleneck Model—0
fastHDMI: Fast Mutual Information Estimation for High-Dimensional Data—0
Disentangled Noisy Correspondence Learning—0
Artifact Feature Purification for Cross-domain Detection of AI-generated Images—0
Mutual Information Estimation via Normalizing Flows—0
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language ModelsCode1
Large Language Models are Efficient Learners of Noise-Robust Speech RecognitionCode2
On the Properties and Estimation of Pointwise Mutual Information ProfilesCode1
MINDE: Mutual Information Neural Diffusion EstimationCode1
Rethinking Negative Pairs in Code SearchCode1
On regularized Radon-Nikodym differentiation—0
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and MaximizationCode1
Subgraph Networks Based Contrastive Learning—0
On the Effectiveness of Hybrid Mutual Information Estimation—0
Assessing Neural Network Representations During Training Using Data Diffusion SpectraCode1
Mutual Information Estimation via f-Divergence and Data DerangementsCode0
Computing high-dimensional optimal transport by flow neural networksCode0
Estimating the Density Ratio between Distributions with High Discrepancy using Multinomial Logistic Regression—0
Improving Mutual Information Estimation with Annealed and Energy-Based BoundsCode0
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge ComputingCode1
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