@article{visiontscrossmodaltimeseriesfoundationmo,
  title = {VisionTS++: Cross-Modal Time Series Foundation Model with Continual Pre-trained Vision Backbones},
  author = {Lefei Shen and Mouxiang Chen and Xu Liu and Han Fu and Xiaoxue Ren and Jianling Sun and Zhuo Li and Chenghao Liu},
  year = {2025},
  eprint = {2508.04379},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.04379},
}