3 papers
cs.LG2025
CATS-Linear: Classification Auxiliary Linear Model for Time Series Forecasting
Zipo Jibao, Yingyi Fu, Xinyang Chen +1
Recent research demonstrates that linear models achieve forecasting performance competitive with complex architectures, yet methodologies for enhancing linear models remain underex…
cs.LG2025
Inner-Instance Normalization for Time Series Forecasting
Zipo Jibao, Yingyi Fu, Xinyang Chen +1
Real-world time series are influenced by numerous factors and exhibit complex non-stationary characteristics. Non-stationarity can lead to distribution shifts, where the statistica…
cs.LG2025
Towards Scalable and Structured Spatiotemporal Forecasting
Hongyi Chen, Xiucheng Li, Xinyang Chen +3
In this paper, we propose a novel Spatial Balance Attention block for spatiotemporal forecasting. To strike a balance between obeying spatial proximity and capturing global correla…