Ruifeng Yang

Are Global Dependencies Necessary? Scalable Time Series Forecasting via Local Cross-Variate Modeling

Effectively modeling cross-variate dependencies is a central, yet challenging, task in multivariate time series forecasting. While attention-based methods have advanced the state-of-the-art by capturing global cross-variate dependencies, their quadratic complexity with respect to the number of varia…