| 2025 | EMNLP | Do Code Semantics Help? A Comprehensive Study on Execution Trace-Based Information for Code Large Language Models. | Jian Wang, Xiaofei Xie, Qiang Hu, Shangqing Liu, Yi Li |
| 2025 | ICSE | Intention is All you Need: Refining your Code from your Intention. | Qi Guo, Xiaofei Xie, Shangqing Liu, Ming Hu, Xiaohong Li, Lei Bu |
| 2025 | ICSE | SpecGen: Automated Generation of Formal Program Specifications via Large Language Models. | Lezhi Ma, Shangqing Liu, Yi Li, Xiaofei Xie, Lei Bu |
| 2025 | ICSE | Combining Fine-Tuning and LLM-Based Agents for Intuitive Smart Contract Auditing with Justifications. | Wei Ma, Daoyuan Wu, Yuqiang Sun, Tianwen Wang, Shangqing Liu, Jian Zhang, Yue Xue, Yang Liu |
| 2024 | ICLR | BadEdit: Backdooring Large Language Models by Model Editing. | Yanzhou Li, Tianlin Li, Kangjie Chen, Jian Zhang, Shangqing Liu, Wenhan Wang, Tianwei Zhang, Yang Liu |
| 2024 | ICSE | Exploring the Potential of ChatGPT in Automated Code Refinement: An Empirical Study. | Qi Guo, Junming Cao, Xiaofei Xie, Shangqing Liu, Xiaohong Li, Bihuan Chen, Xin Peng |
| 2024 | ISSRE | Ratchet: Retrieval Augmented Transformer for Program Repair. | Jian Wang, Shangqing Liu, Xiaofei Xie, Jingkai Siow, Kui Liu, Yi Li |
| 2024 | ISSTA | FT2Ra: A Fine-Tuning-Inspired Approach to Retrieval-Augmented Code Completion. | Qi Guo, Xiaohong Li, Xiaofei Xie, Shangqing Liu, Ze Tang, Ruitao Feng, Junjie Wang, Jidong Ge, Lei Bu |
| 2023 | ACL | Multi-target Backdoor Attacks for Code Pre-trained Models. | Yanzhou Li, Shangqing Liu, Kangjie Chen, Xiaofei Xie, Tianwei Zhang, Yang Liu |
| 2023 | EMNLP | A Black-Box Attack on Code Models via Representation Nearest Neighbor Search. | Jie Zhang, Wei Ma, Qiang Hu, Shangqing Liu, Xiaofei Xie, Yves Le Traon, Yang Liu |
| 2023 | ICSE | ContraBERT: Enhancing Code Pre-trained Models via Contrastive Learning. | Shangqing Liu, Bozhi Wu, Xiaofei Xie, Guozhu Meng, Yang Liu |
| 2022 | ICDM | ENiD: An Encrypted Web Pages Traffic Identification Based on Web Visiting Behavior. | Mengmeng Ge, Xiangzhan Yu, Vinay Mysore Sachidananda, Shangqing Liu, Likun Liu |
| 2021 | ICLR | Retrieval-Augmented Generation for Code Summarization via Hybrid GNN. | Shangqing Liu, Yu Chen, Xiaofei Xie, Jing Kai Siow, Yang Liu |
| 2017 | ISPA | WiCount: A Deep Learning Approach for Crowd Counting Using WiFi Signals. | Shangqing Liu, Yanchao Zhao, Bing Chen |