Tag: statistics
All the articles with the tag "statistics".
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FMMI: Estimating Mutual Information with Flow Matching
A presentation of a method that estimates Mutual Information by learning a probability flow between independence and the true joint distribution. Using Flow Matching and a divergence-based identity, MI becomes a simple expectation that we compute with a neural velocity field. A small experiment illustrates the approach and confirms its accuracy.