ReproBridge: Building Reproducibility into ML Research Artifacts

ReproBridge is an agent workflow for constructing refined reproducible artifacts for machine learning research. ReproBridge-Bench provides 1,029 tasks from 387 experiments across 36 papers. Across four evaluated models, refined artifacts raise mean reproduction success from 76.4% to 92.6% and reduce downstream API spending by 19.7% on average.