2 papers
cs.LG2026
Structured Latent Space Modeling over Multi-Scale Temporal Patches for Multivariate Time Series Forecasting
Xingsheng Chen, Deyu Yi, Siu-Ming Yiu
Existing patching and multi-scale methods advance multivariate time series forecasting but treat learned representations as transient byproducts of prediction, lacking explicit mec…
cs.LG2026
UniMamba: A Unified Spatial-Temporal Modeling Framework with State-Space and Attention Integration
Xingsheng Chen, Xianpei Mu, Deyu Yi +6
Multivariate time series forecasting is fundamental to numerous domains such as energy, finance, and environmental monitoring, where complex temporal dependencies and cross-variabl…