@article{starboostingtimeseriesfoundationmodelsfo,
  title = {STAR: Boosting Time Series Foundation Models for Anomaly Detection through State-aware Adapter},
  author = {Hanyin Cheng and Ruitong Zhang and Yuning Lu and Peng Chen and Meng Wang and Yang Shu and Bin Yang and Chenjuan Guo},
  year = {2025},
  eprint = {2510.16014},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.16014},
}