Publications
Publications
Selected Conference Publications
Shuyin Ouyang, Dong Huang, Jingwen Guo, Zeyu Sun, Qihao Zhu, Jie M. Zhang. "DSCodeBench: A Realistic Benchmark for Data Science Code Generation", AAAI 2026
Yanzheng Xiang, Hanqi Yan, Shuyin Ouyang, Lin Gui, Yulan He "Scireplicate-bench: Benchmarking llms in agent-driven algorithmic reproduction from research papers", COLM 2025
Shuyin Ouyang, Jie M. Zhang, Zeyu Sun, Albert Merono Penuela. "Knowledge-Enhanced Program Repair for Data Science Code", ICSE 2025
Shuyin Ouyang, Jie M. Zhang, Mark Harman, and Meng Wang. "An empirical study of the non-determinism of ChatGPT in code generation." ACM Transactions on Software Engineering and Methodology 34, no. 2 (2025): 1-28