Publications

Understanding Codebase like a Professional! Human–AI Collaboration for Code Comprehension

Jie Gao, Yue Xue, Xiaofei Xie, Junming Cao, SoeMin Thant, Erika Lee, Bowen Xu

✳ ACM SIGSOFT Distinguished Paper Award

Understanding Performance Problems in CUDA Programs

Yuyang Bi, Junming Cao, You Lu, Bihuan Chen, Tianwei Gan, Dingji Wang, Xin Peng

Lifting the Veil on Composition, Risks, and Mitigations of the Large Language Model Supply Chain

Kaifeng Huang, Bihuan Chen, You Lu, Susheng Wu, Dingji Wang, Yiheng Huang, Haowen Jiang, Zhuotong Zhou, Junming Cao, Xin Peng

RegTrieve: Reducing System-Level Regression Errors for Machine Learning Systems via Retrieval-Enhanced Ensemble

Junming Cao, Xuwen Xiang, Mingfei Cheng, Bihuan Chen, Xinyan Wang, You Lu, Chaofeng Sha, Xiaofei Xie, Xin Peng

A Taxonomy for Human-LLM Interaction Modes

Jie Gao, Erika Lee, Zhiyao Shu, Michelle Vaccaro, Xiaoxian Zhang, Junming Cao, Thomas Malone

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

Demystifying Dependency Bugs in Deep Learning Stack

Kaifeng Huang, Bihuan Chen, Susheng Wu, Junming Cao, Lei Ma, Xin Peng

CoAIcoder: Examining the Effectiveness of AI-assisted Human-to-Human Collaboration in Qualitative Analysis

Jie Gao, Kenny Tsu Wei Choo, Junming Cao, Roy Ka-Wei Lee, Simon Perrault

Impact of Human-AI Interaction on User Trust and Reliance in AI-Assisted Qualitative Coding

Jie Gao, Junming Cao, ShunYi Yeo, Kenny Tsu Wei Choo, Zheng Zhang, Toby Jia-Jun Li, Shengdong Zhao, Simon Tangi Perrault

Characterizing the Complexity and Its Impact on Testing in ML-Enabled Systems: A Case Study on Rasa

Junming Cao, Bihuan Chen, Longjie Hu, Jie Gao, Kaifeng Huang, Xuezhi Song, Xin Peng

An Empirical Study on Fault Diagnosis in Robotic Systems

Xuezhi Song, Yi Li, Zhen Dong, Shuning Liu, Junming Cao, Xin Peng

BugMiner: Automating Precise Bug Dataset Construction by Code Evolution History Mining

Xuezhi Song, Yijian Wu, Junming Cao, Bihuan Chen, Yun Lin, Zhengjie Lu, Dingji Wang, Xin Peng

Understanding Performance Problems in Deep Learning Systems

Junming Cao, Bihuan Chen, Chao Sun, Longjie Hu, Shuaihong Wu, Xin Peng

Differences of Challenges of Working from Home (WFH) between Weibo and Twitter Users during COVID-19

Jie Gao, Xiayin Ying, Junming Cao, Yifan Yang, Pin Sym Foong, Simon Perrault

Locating Faulty Methods with a Mixed RNN and Attention Model

Shouliang Yang, Junming Cao, Hushuang Zeng, Beijun Shen, Hao Zhong

BugPecker: Locating Faulty Methods with Deep Learning on Revision Graphs

Junming Cao, Shouliang Yang, Wenhui Jiang, Hushuang Zeng, Beijun Shen, Hao Zhong

CocoQa: Question Answering for Coding Conventions Over Knowledge Graphs

Tianjiao Du, Junming Cao, Qinyue Wu, Wei Li, Beijun Shen, Yuting Chen

Constructing a Knowledge Base of Coding Conventions from Online Resources

Junming Cao, Tianjiao Du, Beijun Shen, Wei Li, Qinyue Wu, Yuting Chen

CrowDevBot: A Task-Oriented Conversational Bot for Software Crowdsourcing Platform

Zeyu Ni, Zhangyuan Meng, Junming Cao, Beijun Shen, Yuting Chen