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Qiang Duan

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Conference Open access Sep 2026

Beyond Uniform Updates: Drift Pattern Aware Online Time Series Forecasting Under Delayed Feedback

Online time series forecasting relies on continual updates to cope with concept drift. In multi-step forecasting, however, the ground truth for an H-step prediction arrives only after H steps, so a delayed residual entangles persistent drifts with transient shocks and seasonal fluctuations. Existing methods typically a...

Xing-Wang Li, Fei Teng, Cong Zhou et al. · 1 citation

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