Cite

@article{shield-broken-blackbox-adversarial-attacks-2026,
  author  = {Yuan Jiang and Shan Huang and Christoph Treude and Xiaohong Su and Tiantian Wang},
  title   = {Shield Broken: Black-Box Adversarial Attacks on LLM-Based Vulnerability Detectors},
  journal = {IEEE Transactions on Software Engineering},
  year    = {2026},
  volume  = {52},
  number  = {1},
  pages   = {246-265},
  doi     = {10.1109/tse.2025.3638998}
}