A Multi-Agent Framework for Automated Exploit Generation with Constraint-Guided Comprehension and Reflection.

Tianhan Luo

Siyi Chen Tianhan Luo Shijian Wu Xiangyu Liu Yilin Zhou Qi Li Wenyuan Xu A Multi-Agent Framework for Automated Exploit Generation with Constraint-Guided Comprehension and Reflection. 2026 April abs/2604.05130 CoRR https://doi.org/10.48550/arXiv.2604.05130 db/journals/corr/corr2604.html#abs-2604-05130 streams/journals/corr

Youkun Shi Yuan Zhang 0009 Tianhan Luo Guangliang Yang 0001 Shengke Ye Chengyu Yang Fengyu Liu Xiapu Luo Min Yang 0002 PHPJoy: A Novel Extended Graph-Based PHP Code Analysis Framework. 3435-3451 2025 December 51 IEEE Trans. Software Eng. 12 https://doi.org/10.1109/TSE.2025.3614304 db/journals/tse/tse51.html#ShiZLYYYLLY25 streams/journals/tse

Youkun Shi Yuan Zhang 0009 Tianhan Luo Guangliang Yang 0001 Shengke Ye Chengyu Yang Fengyu Liu Xiapu Luo Min Yang 0002 PHPJoy Artifact. 2025 September https://doi.org/10.5281/zenodo.17015233 Zenodo streams/repo/zenodo Youkun Shi Yuan Zhang 0009 Tianhan Luo Xiangyu Mao Min Yang 0002 Precise (Un)Affected Version Analysis for Web Vulnerabilities. 76:1-76:13 2022 ASE https://doi.org/10.1145/3551349.3556933 https://www.wikidata.org/entity/Q130840061 conf/kbse/2022 db/conf/kbse/ase2022.html#Shi0LMY22 Youkun Shi Yuan Zhang 0009 Tianhan Luo Xiangyu Mao Yinzhi Cao Ziwen Wang Yudi Zhao Zongan Huang Min Yang 0002 Backporting Security Patches of Web Applications: A Prototype Design and Implementation on Injection Vulnerability Patches. 1993-2010 2022 USENIX Security Symposium https://www.usenix.org/conference/usenixsecurity22/presentation/shi conf/uss/2022 db/conf/uss/uss2022.html#Shi0LMCWZH022 Yinzhi Cao Siyi Chen Zongan Huang Qi Li Fengyu Liu Xiangyu Liu Xiapu Luo Xiangyu Mao Youkun Shi Ziwen Wang Shijian Wu Wenyuan Xu Chengyu Yang Guangliang Yang 0001 Min Yang 0002 Shengke Ye Yuan Zhang 0009 Yudi Zhao Yilin Zhou