Revealing the Frailty of Static Benchmarks: The DyNA-IDS Framework for Concept Drift Adaptation in Time-Series Network Intrusion Detection. - Kun Jia 001; Haizhen Gao; Jiyun Chen; Jiayin Qi (Inscrypt (2), 2025)

Bias as an Exploit: A Scalable Red-Team Campaign to Uncover Gender-Based Vulnerabilities in Foundational Models. - Kun Jia 001; Jiyun Chen; Haizhen Gao; Yuxin Zhang; Qiushi Dong; Daixi Zhang; Huimei Chen; Jiayin Qi (TrustCom, 2025)