Multivariate Time Series Forecasting needs Cross Variable Loss.

arXiv:2608.05742v4 Announce Type: replace-cross Abstract: Multivariate time series forecasting presents unique challenges because future variables often co-evolve under shared system dynamics. While existing studies mainly focus on cross-variable dependencies