Gaoyun Lin

Crisp: A Spectral-Based Interaction Strategy for Multivariate Time Series Forecasting

Multivariate time series (MTS) forecasting critically depends on modeling inter-variable dependencies, yet existing paradigms face a trade-off: channel-isolation strategies can suffer from information fragmentation in strongly coupled systems, whereas channel-interaction methods often introduce spur…