GitScholar: A Dataset for Predicting AI Research Impact from GitHub Engagement
This work introduces GitScholar, a novel dataset that links GitHub activity from 444,000 repositories to over 558,000 AI arXiv papers and finds that GitHub signal offers near-complete coverage of high-impact AI papers, and consistently correlates with future academic success.