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Gen-Pei Zhang

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#machine learning Preprint Oct 2026

MissPath-FM: Flow Matching with Structured Priors for Partially Observed Time Series

Flow matching has emerged as a powerful alternative to diffusion models for generative modeling, but standard conditional flow matching is fundamentally misaligned with partially observed time series: starting from an uninformed Gaussian source forces the model to transport even already-observed entries from noise to t...

Gen-Pei Zhang · 0 citations

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