arxivcs.LG2026-07-02
Extreme Adaptive Transformer for Time Series Forecasting
Sanjeev Shrestha, Hui Liu, Yifan Zhang
Time series forecasting remains challenging when the underlying data contain rare but critical extreme events. This issue is particularly important in hydrologic forecasting, where streamflow distributions are often highly skewed and extreme peaks can have substantial impacts on…