Rethinking Patch Based Multivariate Time Series Forecasting with Semantic Structured Partitioning.

arXiv:2608.19966v2 Announce Type: replace Abstract: Multivariate time series forecasting (MTSF) is a fundamental task in many real world applications. Existing patch based forecasting methods generally fall into three categories: fixed partitioning, multi-scal