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Zheng-Yan Huan

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#machine learning Preprint Oct 2026

Primal-Dual Flow Matching for Sample-Wise Constrained Generation

We consider the problem of learning to generate data while satisfying a prescribed \emph{sample-wise} constraint with a user-specified probability of constraint satisfaction. Starting with a population-level constrained negative log-likelihood minimization and using a flow-matching (FM) parameterization, under regulari...

Zheng-Yan Huan, Peter Y. Lu, Shuchin Aeron · 0 citations
#machine learning Preprint Jan 2026

Inverse Problems Conditioned on Observation Ensembles: Applications and Methods

We introduce a new multivariate statistical problem that we refer to as the Ensemble-conditioned Inverse Problem (EIP). The aim of EIP is to invert for an ensemble that is distributed according to the pushforward of a prior under a forward process. In high energy physics (HEP), this is related to a widely known problem...

Zheng-Yan Huan, C. Pazos, Martin Klassen et al. · 0 citations

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