2 papers
cs.LG2026
Multi-Quantile Regression for Extreme Precipitation Downscaling
Hamed Najafi, Gareth Lagerwall, Jayantha Obeysekera +1
Deep super-resolution networks for precipitation downscaling achieve strong bulk skill yet systematically under-predict the heavy-tail events that drive flood risk. We demonstrate…
cs.LG2025
Feature-Function Curvature Analysis: A Geometric Framework for Explaining Differentiable Models
Hamed Najafi, Dongsheng Luo, Jason Liu
Explainable AI (XAI) is critical for building trust in complex machine learning models, yet mainstream attribution methods often provide an incomplete, static picture of a model's…