2 papers
cs.LG2026
CoRe: Coherence and Relational Alignment for Multivariate Time Series Forecasting
Xiaoyu Lin, Huiran Duan, Yining Liu +3
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 objec…
cs.LG2026
AsyncCouple-Flow: Asynchronous Cross-Modal Coupling and Flow Matching for Spatio-Temporal Forecasting
Zhixiang Wu, Yining Liu, Bo Zhao +4
Multi-modal spatio-temporal forecasting (MM-STF) supports weather nowcasting, traffic prediction, and earth-system modeling by combining heterogeneous sources such as physical fiel…