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amurlaniakea / materials-confounding-check

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CLI that applies the Clever Materials falsification test to materials-science ML datasets: detects confounding via a bibliographic fingerprint (year/author/journal leaking the target). Built on Jablonka 2026 (arXiv:2602.17730) + Huang&Cole / Nandy datasets (Scientific Data).

python machine-learning scikit-learn confounding reproducibility materials-science materials-informatics crossref cli-tool perovskite data-leakage scientific-ml tadf leakage-detection battery-materials clever-materials mofsimplify falsification-test bibliographic-fingerprint
  • Updated Jul 12, 2026
  • Python

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