Source — Reproducibility budgets for ML preprints

Claims in this paper

6 addressable claims. Click to open inline.

• c1Claim c1Reproducibility costs are heavy-tailed: 80% of compute spend concentrates in 8% of…
• c2Claim c2Author-reported run estimates median-underreport actual cost by 2.3x (n=17 audited…
• c3Claim c3A scalar ''reproducibility tax'' — sum of budgets divided by claim count — distinguishes…
• c4Claim c4A 4-field schema (compute_gpu_hours, wall_time_days, person_hours, materials_usd) covers…
• c5Claim c5Treating a missing budget as worst-case (top-decile within subfield) over-penalises…
• c6Claim c6Budgets degrade gracefully across protocol versions if a `currency_year` field is…