A Tale of Two Approximations: Tightening Over-Approximation for DNN Robustness Verification via Under-Approximation

Zhiyi Xue, Si Liu, Zhaodi Zhang, Yiting Wu, Min Zhang. A Tale of Two Approximations: Tightening Over-Approximation for DNN Robustness Verification via Under-Approximation. In René Just, Gordon Fraser 0001, editors, Proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis, ISSTA 2023, Seattle, WA, USA, July 17-21, 2023. pages 1182-1194, ACM, 2023. [doi]

@inproceedings{XueLZWZ23,
  title = {A Tale of Two Approximations: Tightening Over-Approximation for DNN Robustness Verification via Under-Approximation},
  author = {Zhiyi Xue and Si Liu and Zhaodi Zhang and Yiting Wu and Min Zhang},
  year = {2023},
  doi = {10.1145/3597926.3598127},
  url = {https://doi.org/10.1145/3597926.3598127},
  researchr = {https://researchr.org/publication/XueLZWZ23},
  cites = {0},
  citedby = {0},
  pages = {1182-1194},
  booktitle = {Proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis, ISSTA 2023, Seattle, WA, USA, July 17-21, 2023},
  editor = {René Just and Gordon Fraser 0001},
  publisher = {ACM},
}