| Look Before You Leap: An Exploratory Study of Uncertainty Analysis for Large Language Models Y Huang, J Song, Z Wang, S Zhao, H Chen, F Juefei-Xu, L Ma IEEE Transactions on Software Engineering, 2025 | 238* | 2025 |
| PromptCharm: Text-to-Image Generation through Multi-modal Prompting and Refinement Z Wang, Y Huang, D Song, L Ma, T Zhang Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems …, 2024 | 140 | 2024 |
| Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models Z Wang, Z Zhou, D Song, Y Huang, S Chen, L Ma, T Zhang Proceedings of the IEEE/ACM 47th International Conference on Software …, 2025 | 70* | 2025 |
| TestEval: Benchmarking Large Language Models for Test Case Generation W Wang, C Yang, Z Wang, Y Huang, Z Chu, D Song, L Zhang, AR Chen, ... Findings of the Association for Computational Linguistics: NAACL 2025, 3547–3562, 2025 | 62 | 2025 |
| Do Large Language Models Pay Similar Attention Like Human Programmers When Generating Code? B Kou, S Chen, Z Wang, L Ma, T Zhang Proceedings of the ACM on Software Engineering 1 (FSE), 2261-2284, 2024 | 48* | 2024 |
| When Cyber-Physical Systems Meet AI: A Benchmark, an Evaluation, and a Way Forward J Song, D Lyu, Z Zhang, Z Wang, T Zhang, L Ma 2022 IEEE/ACM 44th International Conference on Software Engineering …, 2022 | 41 | 2022 |
| Common Corruption Robustness of Point Cloud Detectors: Benchmark and Enhancement S Li, Z Wang, F Juefei-Xu, Q Guo, X Li, L Ma IEEE Transactions on Multimedia, 2023 | 40 | 2023 |
| Generation-based Differential Fuzzing for Deep Learning Libraries J Liu, Y Huang, Z Wang, L Ma, C Fang, M Gu, X Zhang, Z Chen ACM Transactions on Software Engineering and Methodology 33 (2), 1-28, 2023 | 33 | 2023 |
| Benchmarking Robustness of AI-Enabled Multi-sensor Fusion Systems: Challenges and Opportunities X Gao, Z Wang, Y Feng, L Ma, Z Chen, B Xu 🏆 Proceedings of the 31st ACM Joint European Software Engineering Conference …, 2023 | 29 | 2023 |
| An Empirical Study of AI Techniques in Mobile Applications Y Li, X Dang, H Tian, T Sun, Z Wang, L Ma, J Klein, TF Bissyandé Journal of Systems and Software 219, 112233, 2025 | 27* | 2025 |
| ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks H Qi, Z Wang, Q Guo, J Chen, F Juefei-Xu, F Zhang, L Ma, J Zhao ACM Transactions on Software Engineering and Methodology 32 (5), 1-31, 2023 | 26 | 2023 |
| VLATest: Testing and Evaluating Vision-Language-Action Models for Robotic Manipulation Z Wang, Z Zhou, J Song, Y Huang, Z Shu, L Ma Proceedings of the ACM on Software Engineering 2 (FSE), 2025 | 23* | 2025 |
| Towards Understanding Retrieval Accuracy and Prompt Quality in RAG Systems S Zhao, Y Huang, J Song, Z Wang, C Wan, L Ma arXiv preprint arXiv:2411.19463, 2024 | 22 | 2024 |
| MultiTest: Physical-aware Object Insertion for Testing Multi-sensor Fusion Perception Systems X Gao, Z Wang, Y Feng, L Ma, Z Chen, B Xu Proceedings of the IEEE/ACM 46th International Conference on Software …, 2024 | 22 | 2024 |
| AutoRepair: Automated Repair for AI-Enabled Cyber-Physical Systems under Safety-Critical Conditions D Lyu, J Song, Z Zhang, Z Wang, T Zhang, L Ma, J Zhao arXiv preprint arXiv:2304.05617, 2023 | 15 | 2023 |
| An Exploratory Study of AI System Risk Assessment From the Lens of Data Distribution and Uncertainty Z Wang, Y Huang, L Ma, H Yokoyama, S Tokumoto, K Munakata arXiv preprint arXiv:2212.06828, 2022 | 12 | 2022 |
| DeepLens: Interactive Out-of-distribution Data Detection in NLP Models D Song, Z Wang, Y Huang, L Ma, T Zhang Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems …, 2023 | 10 | 2023 |
| DeepSeer: Interactive RNN Explanation and Debugging via State Abstraction Z Wang, Y Huang, D Song, L Ma, T Zhang Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems …, 2023 | 10 | 2023 |
| CarveNet: Carving Point-Block for Complex 3D Shape Completion Q Guo, Z Wang, L Wang, H Dong, F Juefei-Xu, D Lin, L Ma, W Feng, Y Liu IEEE Transactions on Multimedia, 2024 | 9 | 2024 |
| LADEV: A Language-Driven Testing and Evaluation Platform for Vision-Language-Action Models in Robotic Manipulation Z Wang, Z Zhou, J Song, Y Huang, Z Shu, L Ma arXiv preprint arXiv:2410.05191, 2024 | 6 | 2024 |
Lei MaAssociate Professor, The University of Tokyo, Japan & University of Alberta, CanadaVerified email at acm.org
