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
Yihang Zhao, Bohui Zhang, Xi Hu, Shuyin Ouyang, Jongmo Kim, Nitisha Jain, Jacopo De Berardinis, Albert Meroño-Peñuela, Elena Simperl. "Improving ontology requirements engineering with ontochat and participatory prompting", AAAI 2024
Shuyin Ouyang, Fan Ge, Li Kuang, Yuyu Yin. "API Misuse Detection based on Stacked LSTM", ICCC 2020
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
Li Kuang, Tao Gong, Shuyin Ouyang, Honghao Gao, Shuiguang Deng. "Offloading decision methods for multiple users with structured tasks in edge computing for smart cities." Future Generation Computer Systems (2020)