Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models,
2025,
(TSE'25) Transactions on Software Engineering
Yuheng Huang
,
Jiayang Song
,
Zhijie Wang
,
Shengming Zhao
,
Huaming Chen
,
Felix Juefei-Xu
,
Lei Ma
Multilingual Blending: Large Language Model Safety Alignment Evaluation with Language Mixture,
2025,
(NAACL'25 Findings) 2025 Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics
Jiayang Song
,
Yuheng Huang
,
Zhehua Zhou
,
Lei Ma
TESTEVAL: Benchmarking Large Language Models for Test Case Generation,
2025,
(NAACL'25 Findings) 2025 Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics
Wenhan Wang*
,
Chenyuan Yang*
,
Zhijie Wang*
,
Yuheng Huang
,
Zhaoyang Chu
,
Da Song
,
Lingming Zhang
,
An Ran Chen
,
Lei Ma
Are LLMs Correctly Integrated into Software Systems?,
2025,
(ICSE'25) 47th IEEE/ACM International Conference on Software Engineering
Yuchen Shao
,
Yuheng Huang
,
Jiawei Shen
,
Lei Ma
,
Ting Su
,
Chengcheng Wan
Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models,
2025,
(ICSE'25) 47th IEEE/ACM International Conference on Software Engineering
Zhijie Wang*
,
Zijie Zhou*
,
Da Song*
,
Yuheng Huang
,
Shengmai Chen
,
Lei Ma
,
Tianyi Zhang
PromptCharm: Text-to-Image Generation through Multi-modal Prompting and Refinement,
2024,
(CHI'24) The ACM CHI Conference on Human Factors in Computing Systems
Zhijie Wang
,
Yuheng Huang
,
Da Song
,
Lei Ma
,
Tianyi Zhang
LUNA: A Model-Based Universal Analysis Framework for Large Language Models,
2023,
(TSE'24) Transactions on Software Engineering
Da Song
,
Xuan Xie
,
Jiayang Song
,
Derui Zhu
,
Yuheng Huang
,
Felix Juefei-Xu
,
Lei Ma
Generation-Based Differential Fuzzing for Deep Learning Libraries,
2023,
(TOSEM'23) ACM Transactions on Software Engineering and Methodology
Jiawei Liu
,
Yuheng Huang
,
Zhijie Wang
,
Lei Ma
,
Chunrong Fang
,
Mingzheng Gu
,
Xufan Zhang
,
Zhenyu Chen
PatchCensor: Patch Robustness Certification for Transformers via Exhaustive Testing,
2023,
(TOSEM'23) ACM Transactions on Software Engineering and Methodology
Yuheng Huang
,
Lei Ma
,
Yuanchun Li
DeepLens: Interactive Out-of-distribution Data Detection in NLP Models,
2023,
(CHI'23) The ACM CHI Conference on Human Factors in Computing Systems
Da Song*
,
Zhijie Wang*
,
Yuheng Huang
,
Lei Ma
,
Tianyi Zhang
DeepSeer: Interactive RNN Explanation and Debugging via State Abstraction,
2023,
(CHI'23) The ACM CHI Conference on Human Factors in Computing Systems
Zhijie Wang
,
Yuheng Huang
,
Da Song
,
Lei Ma
,
Tianyi Zhang
An Exploratory Study of AI System Risk Assessment from the Lens of Data Distribution and Uncertainty,
2022,
Preprint
Zhijie Wang
,
Yuheng Huang
,
Lei Ma
,
Haruki Yokoyama
,
Susumu Tokumoto
,
Kazuki Munakata
Understanding (mis) behavior on the eosio blockchain,
2020,
(SIGMETRICS'20) Proceedings of the ACM on Measurement and Analysis of Computing Systems
Yuheng Huang
,
Haoyu Wang
,
Lei Wu
,
Gareth Tyson
,
Xiapu Luo
,
Run Zhang
,
Xuanzhe Liu
,
Gang Huang
,
Xuxian Jiang