Zhikang Wu

Not Only Pairwise Relationships: Fine-Grained Relational Modeling for Multivariate Time Series Forecasting

Recent graph-based methods achieve significant success in multivariate time series modeling and forecasting due to their ability to handle relationships among time series variables. However, only pairwise relationships are considered in most existing works. They ignore beyond-pairwise relationships…