- [1] Kaicheng Shao,,Yuteng Lu,Ai Liu,Meng Sun.Diagnosing Deep Learning Errors with Reinforcement Learning-Driven Adversarial Examples:accepted by QRS 2025
- [2] Ai Liu,,Yang Liu,Shaoying Liu,Zhibin Yang.Testing-Based Formal Verification with Program Slicing on Functional Soundness and Completeness.[C]:Proceedings of TASE 2025,2025:11-29
- [3] Ai Liu,,Yang Liu,Shaoying Liu.TBFV4J: An Automated Testing-Based Formal Verification Tool for Java.[C]:ISSTA Companion '25: Proceedings of the 34th ACM SIGSOFT International Symposium on Software Testing and Analysis,2025:66-70
- [4] Lei Rao,,Shaoying Liu,Ai Liu.Program Segment Testing for Human–Machine Pair Programming.[J]:International Journal of Software Engineering and Knowledge Engineering,2024,34(10):1565-1591
- [5] Pingyan Wang,,Ai Liu,Shaoying Liu,Wen jiang.Detecting security vulnerabilities with vulnerability nets.[J]:Journal of Systems and Software,2024
- [6] Haiyi Liu,,Shaoying Liu,Guangquan Xu,Ai Liu,Yujun Dai.Utilizing Testing-Based Formal Verification in Neural Networks: A Theoretical Approach.[C]:2023 13th International Conference on Software Technology and Engineering (ICSTE),2023:151-155
- [7] Yujun Dai,,Shaoying Liu,Guangquan Xu,Ai Liu.Utilizing Risk Number and Program Slicing to Improve Human-Machine Pair Inspection.[C]:Proceedings of ICECCS 2023,2023:108-115
- [8] Haiyi Liu,,Shaoying Liu,Guangquan Xu,Ai Liu,Dingbang Fang.NNTBFV: Simplifying and Verifying Neural Networks Using Testing-Based Formal Verification..[J]:International Journal of Software Engineering and Knowledge Engineering,2023,34(2)
- [9] Pingyan Wang,,Shaoying Liu,Ai Liu,Weng Jiang.Detecting Security Vulnerabilities with Vulnerability Nets.[C]:Proceedings of QRS-Companion 2022,2023:375-383
- [10] Haiyi Liu,,Shaoying Liu,Ai Liu,Dingbang Fang,Guangquan Xu.Verifying and Improving Neural Networks Using Testing-Based Formal Verification.[C]:Proceedings of SOFL+MSVL 2022,2023:126-141