Hongcheng Zhu

SparseRoute: Structured Sparse Variable Routing for High-Dimensional Multivariate Time Series Forecasting

Forecasting high-dimensional multivariate time series requires models to represent dependencies across variables without making variable interactions prohibitively expensive. Full attention over variable-level tokens has a pairwise cost quadratic in the number of variables; chann...