Channel-Dependent State Space Model for Multivariate Time Series Forecasting.

arXiv:2609.36453v2 Announce Type: replace-cross Abstract: Multivariate time series forecasting (MTSF) is critical across many real-world domains. Existing deep learning approaches fall into two paradigms with distinct limitations: channel-independent (CI) meth