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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 …