TSGDiff: Rethinking Synthetic Time Series Generation from a Pure Graph Perspective

Lifeng Shen, Xuyang Li, Lele Long

Diffusion models have shown great promise in data generation, yet generating time series data remains challenging due to the need to capture complex temporal dependencies and struc…