GIANT: Structure-Agnostic Practical Adversarial Attacks for Graph-based Network Intrusion Detection Systems.

@inproceedings{zhao-2026-giant, author = {Jianjin Zhao and Dongqi Han and Chao Ma and Qi Li and Zhiwei Cui and Hongliang Zhu and Hua Zhang and Mingshu He and Yijun Lu and Jiong Dong and Yuyin Ma and Meng Shen}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{GIANT: Structure-Agnostic Practical Adversarial Attacks for Graph-based Network Intrusion Detection Systems}}, booktitle = {{Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026}}, pages = {3347--3357}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3792601}, doi = {https://doi.org/10.1145/3774904.3792601} }