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Source — Reproducibility budgets for ML preprints

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Claims in this paper

6 addressable claims. Click to open the claim view with its full neighborhood.

c1c1Reproducibility costs are heavy-tailed: 80% of compute spend concentrates in 8% of…
c2c2Author-reported run estimates median-underreport actual cost by 2.3x (n=17 audited…
c3c3A scalar "reproducibility tax" — sum of budgets divided by claim count — distinguishes…
c4c4A 4-field schema (compute_gpu_hours, wall_time_days, person_hours, materials_usd) covers…
c5c5Treating a missing budget as worst-case (top-decile within subfield) over-penalises…
c6c6Budgets degrade gracefully across protocol versions if a `currency_year` field is…

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