MatBench
Tools for assessing the ability of machine learning models to predict materials properties, similar to ML community standards like ImageNet
MatBench
With Alex Dunn of Anubhav Jain's group. Data stored at a dedicated MPContribs site here: https://ml.materialsproject.org
MatBench Discovery
With Janosh Riebesell of Alpha Lee's and Kristin Persson's groups: https://matbench-discovery.materialsproject.org/
Citations:
[1] A. Dunn, Q. Wang, A. Ganose, D. Dopp, and A. Jain, npj Computational Materials 6 (2020), 10.1038/s41524- 020-00406-3
[2] J. Riebesell, R. E. A. Goodall, P. Benner, Y. Chiang, B. Deng, G. Ceder, M. Asta, A. A. Lee, A. Jain, and K. A. Persson, Nature Machine Intelligence 7, 836–847 (2025). DOI: 10.1038/s42256-025-01055-1/
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