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Time-dependent density estimation using binary classifiers

Published in ArXiv.org • Jun 18, 2025
NobleIDNI5P09W56R92S30
Authors:
Agnimitra Dasgupta
,
Javier Murgoitio-Esandi
,
Ali Fardisi

Abstract

We propose a data-driven method to learn the time-dependent probability density of a multivariate stochastic process from sample paths, assuming that the initial probability density is known and can be evaluated. Our method uses a novel time-dependent binary classifier trained using a contrastive es...

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