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Haoyang Jiang

المنشورات 2

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Physics-Refined Spatiotemporal Forecasting on Open-Boundary Hydrologic Graphs

Haoyang Jiang, Zhengui Wang, Shenghan Gao وآخرون · 2026

Spatiotemporal forecasting on hydrologic graphs is especially prone to instability in open-boundary systems, where the forecast domain exchanges fluxes with an unobserved exterior. In such systems, boundary nodes receive external forcing, e.g., upstream inflows in rivers or tidal signals in coastal regions, that is typ …

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VTV-FM: Flow Matching through Variational Terminal-Velocity Closure

Haoyang Jiang, Yuheng Li, Di Yang وآخرون · 2026

Flow matching (FM) learns generative transport by fitting continuous-time motion from a simple source distribution to the data distribution. Most existing methods use first-order bridges: once a source and a target sample are paired, the path is a straight motion with constant velocity. FM with optimal transport (OT) i …

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