@article{capulsedetectinganomaliesbytuningintothe,
  title = {CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series},
  author = {Yutong Xia and Yingying Zhang and Yuxuan Liang and Lunting Fan and Qingsong Wen and Roger Zimmermann},
  year = {2025},
  eprint = {2508.04630},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.04630},
}