Enhancing Discriminative Tasks by Guiding the Pre-trained Language Model with Large Language Model's Experience. - Xin Yin; Chao Ni 001; Xiaodan Xu; Xinrui Li 004; Xiaohu Yang 001 (CoRR, 2024)

Reliable Code Generation with Test Case Prioritization and Cognitive Validation. - Lingyun Huang; Xin Yin; Xinrui Li 004; Chao Ni 001 (APSEC, 2025)

Enhancing Commit Classification for Software Maintenance with Adversarial Learning. - Xinrui Li 004; Xin Yin; Chao Ni 001 (APSEC, 2025)

Sembug: Detecting Logic Bugs in Dbms Through Generating Semantic-Aware Non-Optimizing Query. - Shiyang Ye; Chao Ni 001; Jue Wang; Qianqian Pang; Xinrui Li 004; Xiaodan Xu (ICPC, 2025)

Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Context Injection. - Xin Yin; Chao Ni 001; Xinrui Li 004; Liushan Chen; Guojun Ma; Xiaohu Yang 001 (ASE, 2025)

Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection. - Xin Yin; Chao Ni 001; Xinrui Li 004; Liushan Chen; Guojun Ma; Xiaohu Yang 001 (CoRR, 2025)

Detecting LLM-generated Code with Subtle Modification by Adversarial Training. - Xin Yin; Xinrui Li 004; Chao Ni 001; Xiaodan Xu; Xiaohu Yang 001 (CoRR, 2025)

Improving the ability of pre-trained language model by imparting large language model's experience. - Xin Yin; Chao Ni 001; Xinrui Li 004; Xiaohu Yang 001 (J. Syst. Softw., 2026)

Abundant Modalities Offer More Nutrients: Multi-Modal-Based Function-Level Vulnerability Detection. - Chao Ni 001; Xin Yin; Xinrui Li 004; Xiaodan Xu; Zhi Yu (ACM Trans. Softw. Eng. Methodol., 2026)