@article{istaskspecifictrainingnecessaryforanomal,
  title = {Is Task-Specific Training Necessary for Anomaly Detection?},
  author = {Xingwu Zhang and Guanxuan Li and Paul Henderson and Gerardo Aragon-Camarasa and Zijun Long},
  year = {2026},
  eprint = {2601.22763},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.22763},
}