Xinjing Liu, Zhuzhu Wang, Xianjia Meng, Taifeng Liu, Zhuoran Ma, Yilong Yang, Zhuo Ma
Science China Information Sciences 2026 CCF-A SCI Q1
A semantic reinforcement strategy for sustaining adversarial effectiveness in class-incremental learning settings.
Xinjing Liu, Zhuzhu Wang, Xianjia Meng, Taifeng Liu, Zhuoran Ma, Yilong Yang, Zhuo Ma
Science China Information Sciences 2026 CCF-A SCI Q1
A semantic reinforcement strategy for sustaining adversarial effectiveness in class-incremental learning settings.
Xinjing Liu, Yilong Yang, Taifeng Liu, Hao Yang, Leo Yu Zhang, Yanjun Zhang, Yang Liu, Zhuo Ma
IEEE Transactions on Information Forensics and Security 2026 CCF-A SCI Q1
A projector-based physical-world model extraction attack that studies how deployed intelligent models can be stolen outside laboratory settings.
Xinjing Liu, Yilong Yang, Taifeng Liu, Hao Yang, Leo Yu Zhang, Yanjun Zhang, Yang Liu, Zhuo Ma
IEEE Transactions on Information Forensics and Security 2026 CCF-A SCI Q1
A projector-based physical-world model extraction attack that studies how deployed intelligent models can be stolen outside laboratory settings.
Taifeng Liu, Xinjing Liu, Liangqiu Dong, Yang Liu, Yilong Yang, Zhuo Ma
AAAI Conference on Artificial Intelligence (AAAI) 2026 First Author Poster CCF-A
A class-incremental learning attack that strengthens the long-term sustainability of adversarial examples under increasingly difficult continual updates.
Taifeng Liu, Xinjing Liu, Liangqiu Dong, Yang Liu, Yilong Yang, Zhuo Ma
AAAI Conference on Artificial Intelligence (AAAI) 2026 First Author Poster CCF-A
A class-incremental learning attack that strengthens the long-term sustainability of adversarial examples under increasingly difficult continual updates.
Xinjing Liu, Yilong Yang, Taifeng Liu, Yang Liu, Hao Yang
China Computer Network and Information Security Conference (CCNIS) 2025 Best Paper Best Presentation
A backdoor defense method for graph neural networks that combines latent trigger mining with forgetting to suppress malicious behaviors.
Xinjing Liu, Yilong Yang, Taifeng Liu, Yang Liu, Hao Yang
China Computer Network and Information Security Conference (CCNIS) 2025 Best Paper Best Presentation
A backdoor defense method for graph neural networks that combines latent trigger mining with forgetting to suppress malicious behaviors.
Taifeng Liu, Yang Liu, Zhuo Ma, Tong Yang, Xinjing Liu, Teng Li, Jianfeng Ma
The Network and Distributed System Security Symposium (NDSS) 2025 First Author CCF-A
A controllable long-distance physical adversarial patch that attacks moving targets from over 100 meters away with strong success rates in the physical world.
Taifeng Liu, Yang Liu, Zhuo Ma, Tong Yang, Xinjing Liu, Teng Li, Jianfeng Ma
The Network and Distributed System Security Symposium (NDSS) 2025 First Author CCF-A
A controllable long-distance physical adversarial patch that attacks moving targets from over 100 meters away with strong success rates in the physical world.
Xinjing Liu, Taifeng Liu#, Hao Yang, Jiakang Dong, Zuobin Ying, Zhuo Ma (# corresponding author)
IEEE Internet of Things Journal 2024 Corresponding Author CCF-C SCI Q2
A multi-dimensional feature based defense for detecting model stealing attempts against IoT services with low overhead in normal cloud operation.
Xinjing Liu, Taifeng Liu#, Hao Yang, Jiakang Dong, Zuobin Ying, Zhuo Ma (# corresponding author)
IEEE Internet of Things Journal 2024 Corresponding Author CCF-C SCI Q2
A multi-dimensional feature based defense for detecting model stealing attempts against IoT services with low overhead in normal cloud operation.
Xinjing Liu, Zhuo Ma, Yang Liu, Taifeng Liu, Hao Yang, Zhan Qin
IEEE Transactions on Dependable and Secure Computing 2024 CCF-A
A neural network watermarking approach that leverages attention mechanisms to improve ownership verification and robustness.
Xinjing Liu, Zhuo Ma, Yang Liu, Taifeng Liu, Hao Yang, Zhan Qin
IEEE Transactions on Dependable and Secure Computing 2024 CCF-A
A neural network watermarking approach that leverages attention mechanisms to improve ownership verification and robustness.
Taifeng Liu, Chao Yang, Xinjing Liu, Ruidong Han, Jianfeng Ma
IEEE Transactions on Intelligent Transportation Systems 2023 First Author CCF-B SCI Q2
A physical adversarial patch attack that misleads UAV visual perception and demonstrates effective real-world deception against airborne platforms.
Taifeng Liu, Chao Yang, Xinjing Liu, Ruidong Han, Jianfeng Ma
IEEE Transactions on Intelligent Transportation Systems 2023 First Author CCF-B SCI Q2
A physical adversarial patch attack that misleads UAV visual perception and demonstrates effective real-world deception against airborne platforms.