arxivcs.LGcs.AI2026-07-07
Structured Latent Space Modeling over Multi-Scale Temporal Patches for Multivariate Time Series Forecasting
Xingsheng Chen, Deyu Yi, Siu-Ming Yiu
Multivariate time series encode structural patterns that unfold across multiple temporal scales, yet most forecasting backbones treat learned representations as transient byproducts of prediction, leaving the organizational geometry of these patterns underexploited. We introduce…