@article{fromparameterdynamicstoriskscoringquanti,
  title = {From Parameter Dynamics to Risk Scoring : Quantifying Sample-Level Safety Degradation in LLM Fine-tuning},
  author = {Xiao Wang and Yifei Zhang and YongKang Liu and Xiaocui Yang and Zihan Wang and Shi Feng and Daling Wang},
  year = {2026},
  eprint = {2605.04572},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.04572},
}