Hierarchical universal open structure dataset for atomistic modeling (MAD-CORE)
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Description
MAD-CORE is an ordered coreset of 224 structures selected from MAD-COSMO, a collection of 1.7 billion structures from publicly available atomistic datasets. Structures are stored in selection order, so the first 2k structures form the coreset of level k.
The record contains geometries, model-predicted energies and forces, the features used for the selection, ids, source metadata and diagnostics, as gzipped extended XYZ and HDF5 files, and a chemiscope map of the first 220 structures.
It also includes FHI-aims DFT calculations at LDA and PBE for about 79,000 and 77,000 structures, respectively, from four selections (the first 25,000 MAD-CORE structures, 25,000 structures sampled with Voronoi cells and 25,000 uniformly sampled MAD-COSMO structures and a separate random test selection of 6,000 structures). The record also includes r²SCAN labels for 21,854 structures used in the training and evaluation experiments.
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References
Preprint S. Chorna, C. Malosso, J. Schmidt, and M. Ceriotti, "Hierarchical universal open structure dataset for atomistic modeling" (2026), arXiv:2610.21771, https://doi.org/10.48550/arXiv.2610.21771