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cs.LG2025
Rethinking Selectivity in State Space Models: A Minimal Predictive Sufficiency Approach
Yiyi Wang, Jian'an Zhang, Hongyi Duan +2
State Space Models (SSMs), particularly recent selective variants like Mamba, have emerged as a leading architecture for sequence modeling, challenging the dominance of Transformer…
cs.LG2023
Enhanced LFTSformer: A Novel Long-Term Financial Time Series Prediction Model Using Advanced Feature Engineering and the DS Encoder Informer Architecture
Jianan Zhang, Hongyi Duan
This study presents a groundbreaking model for forecasting long-term financial time series, termed the Enhanced LFTSformer. The model distinguishes itself through several significa…