@article{aegisfromcluestoverdictsgraphguideddeepv,
  title = {AEGIS: From Clues to Verdicts -- Graph-Guided Deep Vulnerability Reasoning via Dialectics and Meta-Auditing},
  author = {Sen Fang and Weiyuan Ding and Zhezhen Cao and Zhou Yang and Bowen Xu},
  year = {2026},
  eprint = {2603.20637},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.20637},
}