1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.LG2025
Conv-like Scale-Fusion Time Series Transformer: A Multi-Scale Representation for Variable-Length Long Time Series
Kai Zhang, Siming Sun, Zhengyu Fan +2
Time series analysis faces significant challenges in handling variable-length data and achieving robust generalization. While Transformer-based models have advanced time series tas…
cs.AI2025★ 1 cited
Markovian Linguistic-Temporal Bridge: Unlocking the Potential of LLMs for Time Series Forecasting
Siming Sun, Kai Zhang, Xuejun Jiang +2
Adapting pretrained Large Language Models (LLMs) for time series forecasting primarily relies on token-level linguistic-temporal alignment, leading to the stacking of logically dis…