Iterative Generation of Adversarial Example for Deep Code Models. - Li Huang 006; Weifeng Sun 004; Meng Yan 001 (ICSE, 2025)

Neuron Semantic-Guided Test Generation for Deep Neural Networks Fuzzing. - Li Huang 006; Weifeng Sun 004; Meng Yan 001; Zhongxin Liu 002; Yan Lei; David Lo 001 (ACM Trans. Softw. Eng. Methodol., 2025)

DeepVec: State-Vector Aware Test Case Selection for Enhancing Recurrent Neural Network. - Zhonghao Jiang; Meng Yan 001; Li Huang 006; Weifeng Sun 004; Chao Liu 014; Song Sun; David Lo 001 (IEEE Trans. Software Eng., 2025)

ScatterAD: Temporal-Topological Scattering Mechanism for Time Series Anomaly Detection. - Tao Yin; Xiaohong Zhang 002; Shaochen Fu; Zhibin Zhang; Li Huang 006; Yiyuan Yang; Kaixiang Yang; Meng Yan 001 (CoRR, 2025)

MoRA: On-the-fly Molecule-aware Low-Rank Adaptation Framework for LLM-based Multi-Modal Molecular Assistant. - Tao Yin; Xiaohong Zhang 002; Jiacheng Zhang; Li Huang 006; Zhibin Zhang; Yuansong Zeng; Jin Xie 005; Meng Yan 001 (CoRR, 2025)

Intention Chain-of-Thought Prompting with Dynamic Routing for Code Generation. - Shen Li; Li Huang 006; Shaoxiong Zhan; Weifeng Sun 004; Tao Yin; Zhongxin Liu 002; Meng Yan 001 (AAAI, 2026)

DeepGuard: Secure Code Generation via Multi-Layer Semantic Aggregation. - Li Huang 006; Zhongxin Liu 002; Yifan Wu; Tao Yin; Dong Li 009; Jichao Bi; Nankun Mu; Hongyu Zhang 002; Meng Yan 001 (ACL (1), 2026)

Steer Your Model: Secure Code Generation With Contrastive Decoding. - Li Huang 006; Meng Yan 001; Tao Yin; Weifeng Sun 004; Zhongxin Liu 002; Hongyu Zhang 002; David Lo 001 (IEEE Trans. Software Eng., 2026)

Cost-Effective Adversarial Attacks Against Code LLM With Model Attention. - Weifeng Sun 004; Naiqi Huang; Meng Yan 001; Li Huang 006; Zhongxin Liu 002; Xiao Liu 004; David Lo 001 (IEEE Trans. Software Eng., 2026)