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Zheng-Zhuo Xu

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#machine learning Preprint Oct 2026

SACQ: Structured Decoding with Memory-Conditioned Refinement for Long-Horizon Forecasting

Long-term time series forecasting (LTSF) models predominantly employ patch-based encoders terminated by a flatten readout head that maps the entire encoded historical memory to all future steps through a single shared projection. This implicit coupling of future positions obscures position-specific historical-to-future...

Guo-Pu Cheng, Zheng-Zhuo Xu, Chen-Chen Jing et al. · 0 citations

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