Understanding Token-level Topological Structures in Transformer-based Time Series Forecasting

Jianqi Zhang, Wenwen Qiang, Jingyao Wang +3

Transformer-based methods have achieved state-of-the-art performance in time series forecasting (TSF) by capturing positional and semantic topological relationships among input tok…