Xiao-Yu Lin

CoRe: Coherence and Relational Alignment for Multivariate Time Series Forecasting

Direct forecasting has become a standard paradigm for multivariate time-series forecasting because it predicts the full future horizon in a single pass. However, its training objective is often still decomposed into pointwise errors such as MSE. Such objectives provide stable supervision, but they do not explicitly pre...