Physically-guided temporal diffusion transformer for long-term time series forecasting

Zeqi Ren, Jianbo Yu, Jian Huang, Xiaofeng Yang, Siyang Leng, Yuping Liu, Shifu Yan

Abstract: Highlights•It effectively models time series diffusion processes.•Architectural focus on bridging inductive bias gaps.•Heat conduction diffusion process inspires model.•Temporal diffusion process observed across multi-scale periods.•Enhanced performance and insightful explanations achieved by model.