Lowering the Barrier: An Automatic Attack Flow Generation Framework for Non-Security Experts. - Carmen Cheh; Nan Shing Kham Shing; Edwin Ching Jitt Ang; Binbin Chen 001; Desmond Cher; Frank Liauw; Reuben Liang Yi Lim (FPS (1), 2024)

CleanVul: Automatic Function-Level Vulnerability Detection in Code Commits Using LLM Heuristics. - Yikun Li; Ting Zhang 011; Ratnadira Widyasari; Yan Naing Tun; Huu Hung Nguyen; Tan Bui; Ivana Clairine Irsan; Yiran Cheng; Xiang Lan; Han Wei Ang; Frank Liauw; Martin Weyssow; et al. (CoRR, 2024)

CAShift: Benchmarking Log-Based Cloud Attack Detection under Normality Shift. - Jiongchi Yu; Xiaofei Xie; Qiang Hu; Bowen Zhang; Ziming Zhao 008; Yun Lin 001; Lei Ma 003; Ruitao Feng; Frank Liauw (Proc. ACM Softw. Eng., 2025)

R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation. - Martin Weyssow; Chengran Yang; Junkai Chen; Yikun Li; Huihui Huang; Ratnadira Widyasari; Han Wei Ang; Frank Liauw; Eng Lieh Ouh; Lwin Khin Shar; David Lo 001 (CoRR, 2025)

Let the Trial Begin: A Mock-Court Approach to Vulnerability Detection using LLM-Based Agents. - Ratnadira Widyasari; Martin Weyssow; Ivana Clairine Irsan; Han Wei Ang; Frank Liauw; Eng Lieh Ouh; Lwin Khin Shar; Hong Jin Kang; David Lo 001 (CoRR, 2025)

Back to the Basics: Rethinking Issue-Commit Linking with LLM-Assisted Retrieval. - Huihui Huang; Ratnadira Widyasari; Ting Zhang 011; Ivana Clairine Irsan; Jieke Shi; Han Wei Ang; Frank Liauw; Eng Lieh Ouh; Lwin Khin Shar; Hong Jin Kang; David Lo 001 (CoRR, 2025)

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones. - Tan Bui; Yan Naing Tun; Thanh Phuc Nguyen; Yindu Su; Ferdian Thung; Yikun Li; Han Wei Ang; Yide Yin; Frank Liauw; Lwin Khin Shar; Eng Lieh Ouh; Ting Zhang 011; et al. (CoRR, 2025)

Out of Distribution, Out of Luck: How Well Can LLMs Trained on Vulnerability Datasets Detect Top 25 CWE Weaknesses? - Yikun Li; Ngoc Tan Bui; Ting Zhang 011; Martin Weyssow; Chengran Yang; Xin Zhou 014; Jinfeng Jiang; Junkai Chen; Huihui Huang; Huu Hung Nguyen; Chiok Yew Ho; Jie Tang 001; et al. (CoRR, 2025)