@article{diffusionmodelsfortimeseriesforecastinga,
  title = {Diffusion Models for Time Series Forecasting: A Survey},
  author = {Chen Su and Zhengzhou Cai and Yuanhe Tian and Zhuochao Chang and Zihong Zheng and Yan Song},
  year = {2025},
  eprint = {2507.14507},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2507.14507},
}