Leaderboard
Matbench is an automated leaderboard for benchmarking state of the art ML algorithms predicting a diverse range of solid materials' properties. It is hosted and maintained by the Materials Project.
| Materials Properties | Materials Discovery | |
|---|---|---|
| Task Submissions | 180 |
9 |
| Algorithms | 28 |
9 |
| Benchmark Task Suite | 1 |
1 |
Leaderboard-Property: General Purpose Algorithms on matbench_v0.1
Find more information about this benchmark on the benchmark info page
| Task name | Samples | Algorithm | Verified MAE (unit) or ROCAUC | Notes |
|---|---|---|---|---|
| matbench_steels | 312 | MODNet (v0.1.12) | 87.7627 (MPa) | |
| matbench_jdft2d | 636 | MODNet (v0.1.12) | 33.1918 (meV/atom) | |
| matbench_phonons | 1,265 | MegNet (kgcnn v2.1.0) | 28.7606 (cm^-1) | structure required |
| matbench_expt_gap | 4,604 | MODNet (v0.1.12) | 0.3327 (eV) | |
| matbench_dielectric | 4,764 | MODNet (v0.1.12) | 0.2711 (unitless) | |
| matbench_expt_is_metal | 4,921 | AMMExpress v2020 | 0.9209 | |
| matbench_glass | 5,680 | MODNet (v0.1.12) | 0.9603 | |
| matbench_log_gvrh | 10,987 | coNGN | 0.0670 (log10(GPa)) | structure required |
| matbench_log_kvrh | 10,987 | coNGN | 0.0491 (log10(GPa)) | structure required |
| matbench_perovskites | 18,928 | coGN | 0.0269 (eV/unit cell) | structure required |
| matbench_mp_gap | 106,113 | coGN | 0.1559 (eV) | structure required |
| matbench_mp_is_metal | 106,113 | CGCNN v2019 | 0.9520 | structure required |
| matbench_mp_e_form | 132,752 | coGN | 0.0170 (eV/atom) | structure required |