Dequan Li

Clustering-Enhanced Diffusion Model for Time Series Forecasting

2025

Diffusion models have shown significant potential in generating high-quality time series data, especially in high-noise environments. However, the existing diffusion models primarily focused on extracting temporal features. Meanwhile, these models overlook the importance of modeling …