Published October 27, 2026 | Version v2
Dataset Open

Hierarchical universal open structure dataset for atomistic modeling (MAD-CORE)

  • 1. ROR icon École Polytechnique Fédérale de Lausanne

* Contact person

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.

Files

File preview

All files

Files (37.6 GiB)

Name Apps Size
md5:f77f008ac483905830287a791d57ebc2
1.3 MiB Preview Download
md5:d7e4dc52de37e7b0f2eb348ce55ad481
812 Bytes Download
md5:719a24a1773b090e448c90ef87b04f1c
23.3 KiB Download
md5:6d0881b920e22f0449fb3145ce1c8f5d
24.3 KiB Download
md5:7a8667e0b250e59b3f13310f38947ad3
24.3 KiB Download
md5:839ee8c95fc89e559839cef3ea11eff8
60.6 MiB Download
md5:6011af01e793cdc748adbd1efd582736
59.4 MiB Download
md5:caaec5c47de0334df546f566c88d165c
6.6 MiB Download
md5:a228a4164ea5ee1e36b1e46efc940411
1.0 KiB Download
md5:6a6c0adf200cdcc0c943544fe5a9e393
14.5 KiB Download
md5:6439f71cb4bcbba23b37e97d53a814dd
1.6 KiB Preview Download
md5:8a892592fff1c1948254e6824032aac5
93.9 MiB Download
md5:4518450a85ce3a3bb883ff4b5af9b81c
274.5 MiB Download
md5:047550d92e5b2d8b657a0e9465040dfd
100.9 MiB Download
md5:d8b592c6e433b5343c1657d23d62f0c4
222.8 MiB Download
md5:3e6e84c7500e61d24be35716c09ec2be
506.7 MiB Download
md5:921fe4194e3d64b6dc39323cf443bdc6
1.1 GiB Download
md5:6b927c876aa60be7c9d731c3e6e0c3f1
2.6 GiB Download
md5:fae78cbc2d7687428347da04efbe4705
5.6 GiB Download
md5:e9b2b257ce77aa27054245ce2c787081
434.0 MiB Download
md5:ba097e55f5428ab8975dd5ab15638cf4
433.9 MiB Download
md5:7d8de96bdf2ac3bf72c14969806e6880
866.8 MiB Download
md5:b27b5a6ab0bed65421214ee477fdeb57
1.7 GiB Download
md5:f77debd2012283d73ac5a2924a9c03d5
3.4 GiB Download
md5:2ead7ee473c13385db62844c10e830e8
6.7 GiB Download
md5:1d77108307a4856ebe5c7fbef8746b71
13.5 GiB Download
md5:b12305bceb398e8c7031f8016c84387e
6.4 KiB Preview Download

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