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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.LG2025
Evolutionary Profiles for Protein Fitness Prediction
Jigang Fan, Xiaoran Jiao, Shengdong Lin +5
Predicting the fitness impact of mutations is central to protein engineering but constrained by limited assays relative to the size of sequence space. Protein language models (pLMs…