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Sep 2026

14-Day PM2.5 and O3 Forecasting over Eastern China Using a Hybrid CNN-Transformer Architecture Driven by Multilevel Meteorological Fields

Air pollution is modulated by multiscale meteorological processes spanning from local to regional domains and extending from the near-surface layer to the upper troposphere. However, existing data-driven models often neglect these complex spatiotemporal dependencies, limiting medium- to long-term forecast accuracy. T...

Lei Zhang, An-Bao Gong, Tong Wu et al. · 0 citations
#machine learning Preprint Sep 2026

RACE: Residual-Aware Test-Time Adaptation for Neighbor-Rich Time-Series Foundation Model Forecasting

Time-series foundation models (TSFMs) perform strongly across forecasting tasks, but their per-series inference is ill-suited to neighbor-rich forecasting, where each query has access to related but nonidentical historical series. Continuous glucose monitoring (CGM) and Web/cloud workloads exemplify this setting: CGM t...

Hao-Nan Shi, Tong Wu, Chen-Cong Sun et al. · 0 citations

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