Time-o1: Time-Series Forecasting Needs Transformed Label Alignment

Hao Wang, Licheng Pan, Zhichao Chen +5

Training time-series forecasting models poses unique challenges in loss function design. Most existing approaches adopt temporal mean squared error, but this study reveals two crit…