Imitation Game: Reproducing Deep Learning Bugs Leveraging an Intelligent Agent

Researchers developed RepGen, an AI-powered tool that automatically reproduces deep learning bugs with an 80.19% success rate, significantly improving upon the current 3% manual reproduction rate. The system uses LLMs to generate reproduction code through an iterative process, reducing debugging time by 56.8% in developer studies.