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Seyed Hossein Hosseini, Aalto University, seyed.h.hosseini@aalto.fi For decades, rainfall-runoff modeling was a task of fitting equations. You had a storm on one end, a hydrograph on the other, and the model’s job was to connect them using parameters calibrated from observations. Deep learning changed this. It is a family of