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Preprint Oct 2026

Look Back, Correct Forward: Error Feedback Calibration for Time Series Forecasting

Time series forecasting models are increasingly deployed in continuously evolving environments. After a forecast is issued, future observations gradually arrive and reveal how the model has failed. Existing methods mainly treat such observations as supervision for parameter updates. However, it remains unclear whether...

Hao-Nan Yang, Yu-Lin He, Zhuo Li · 1 citation

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