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Jiu-Ke Wang

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Open access Aug 2026

Weformer: Adaptive spectral cross-variable transformer for long-horizon weather forecasting

This work proposes Weformer, a Transformer-based architecture purpose-built for sensor-derived weather time series, and introduces two core innovations: a Frequency-driven Cross-Variable Rotary Position Embedding (CrossVarRoPE) that extracts dominant spectral patterns via the Fourier transform and injects adaptive, cro...

Chunliang Wang, Xu-Zhang Shen, Jiu-Ke Wang · 0 citations

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