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20242026
most citedImproving Variational Autoencoder Estimation from Incomplete Data with Mixture Variational Families

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cs.LG2025

Neural Mutual Information Estimation with Vector Copulas

Yanzhi Chen, Zijing Ou, Adrian Weller +1

Estimating mutual information (MI) is a fundamental task in data science and machine learning. Existing estimators mainly rely on either highly flexible models (e.g., neural networ…

cs.LG2025

CFMI: Flow Matching for Missing Data Imputation

Vaidotas Simkus, Michael U. Gutmann

We introduce conditional flow matching for imputation (CFMI), a new general-purpose method to impute missing data. The method combines continuous normalising flows, flow-matching,…