ProRLearn: boosting prompt tuning-based vulnerability detection by reinforcement learning. - Zilong Ren; Xiaolin Ju; Xiang Chen 005; Hao Shen 011 (Autom. Softw. Eng., 2024)

Enhancing long-tailed software vulnerability type classification via adaptive data augmentation and prompt tuning. - Long Zhang; Xiaolin Ju; Lina Gong; Jiyu Wang; Zilong Ren (Appl. Soft Comput., 2025)

HGAN4VD: Leveraging Heterogeneous Graph Attention Networks for enhanced Vulnerability Detection. - Yucheng Zhang; Xiaolin Ju; Xiang Chen 005; Misbahul Amin; Zilong Ren (Comput. Secur., 2025)

Improving distributed learning-based vulnerability detection via multi-modal prompt tuning. - Zilong Ren; Xiaolin Ju; Xiang Chen 005; Yubin Qu (J. Syst. Softw., 2025)