2026
Deep Extreme Transformer: Tackling Zero-Inflated Time Series for Precipitation Prediction
AAAI 2026technical
Rainfall forecasting presents a dual challenge: extreme zero inflation, where dry days dominate and obscure meaningful precipitation patterns, and pronounced nonstationarity, where climate dynamics evolve across time and regimes. We propose the Deep Extreme Transformer (DET), a principled architectu