375 citations · 1.3k across the 18 of their papers we have counts for
3 papers · 1 filter
Large Language Models are Zero-Shot Fuzzers: Fuzzing Deep-Learning Libraries via Large Language Models
Yinlin Deng, Chunqiu Steven Xia, Haoran Peng +2
Detecting bugs in Deep Learning (DL) libraries (e.g., TensorFlow/PyTorch) is critical for almost all downstream DL systems in ensuring effectiveness/safety for end users. Meanwhile…
Practical Program Repair in the Era of Large Pre-trained Language Models
Chunqiu Steven Xia, Yuxiang Wei, Lingming Zhang
Automated Program Repair (APR) aims to help developers automatically patch software bugs. However, current state-of-the-art traditional and learning-based APR techniques face the p…
Less Training, More Repairing Please: Revisiting Automated Program Repair via Zero-shot Learning
Chunqiu Steven Xia, Lingming Zhang
Due to the promising future of Automated Program Repair (APR), researchers have proposed various APR techniques, including heuristic-based, template-based, and constraint-based tec…