@article{deepguardsecurecodegenerationviamultilay,
  title = {DeepGuard: Secure Code Generation via Multi-Layer Semantic Aggregation},
  author = {Li Huang and Zhongxin Liu and Yifan Wu and Tao Yin and Dong Li and Jichao Bi and Nankun Mu and Hongyu Zhang and Meng Yan},
  year = {2026},
  eprint = {2604.09089},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.09089},
}