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Minjong Cheon

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#machine learning Preprint Oct 2026

KNOU-Flood: Advancing global streamflow forecasting with lead-aware probabilistic machine learning

Global streamflow forecasting supports flood preparedness, yet data-driven models trained on reanalysis lose skill when driven by operational forecasts, increasingly so with lead time. AIFL addresses this shift with a two-stage transfer-learning recipe and a deterministic LSTM, but it feeds one forecast lead time into...

Minjong Cheon · 0 citations
Preprint Jul 2026

Rescene: band-limited stochastic forcing turns a frozen neural weather operator into a climate emulator

Rescene is presented, a 0.4 M-parameter wrapper around a frozen 1.5 degree, 6-hourly vision-transformer operator developed using ERA5 reanalysis data and comprising a deterministic"slow clock"(0.33 M) that blends the forecast toward a lead-aware day-of-year climatology and a generative head (0.06 M) that adds a spectra...

Minjong Cheon · 0 citations

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