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cs.LG2026
SACQ: Structured Decoding with Memory-Conditioned Refinement for Long-Horizon Forecasting
Guo Cheng, Zhengzhuo Xu, Chenchen Jing +1
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…
cs.LG2026
CARE: A Lightweight Plug-in Gated Correction and Uncertainty-aware Module for Long-term Time Series Forecasting
Guo Cheng, Changlong Lv, Jingyi Hou
Multivariate long-horizon forecasting is critical to electricity load scheduling and traffic flow management, and to financial risk control. Existing deterministic backbones output…