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Published October 16, 2026 | Version v1
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Hierarchical universal open structure dataset for atomistic modeling. MAD-CORE

  • 1. ROR icon École Polytechnique Fédérale de Lausanne

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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 reference calculations at LDA and PBE for about 79,000 structures from four selections (the first 25,000 MAD-CORE structures, 25,000 structures sampled with Voronoi cells and 31,000 structures drawn uniformly from MAD-COSMO) and  21,854 r2SCAN structures used in the validation 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