DBCM: Dual-Branch Calibration Module for Test-Time Adaptation in Time Series Forecasting
arXiv:2610.32071v1 Announce Type: cross Abstract: Non-stationarity induces test-time distribution shifts in time series forecasting (TSF), resulting in forecast residuals between predictions and the corresponding ground truth. Recent works on test-time adaptation for TSF address this by introducing…
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- 2026-10-26 04:00 · arXiv stat.ML
DBCM: Dual-Branch Calibration Module for Test-Time Adaptation in Time Series Forecasting