21. State-of-the-Art uMLIP Architectures and DFT Datasets.
| Architecture | Organization | Dataset | # of structures |
|---|---|---|---|
| M3GNet | UC San Diego | MPtri | 1.58M |
| CHGNet | UC Berkeley | ||
| MACE | University of Cambridge | Alex(sAlex) | 30.50M (10.45M) |
| Orb , | Orbital Materials | ||
| MatterSim | Microsoft Research AI for Science | OMat24 | 100.82M |
| GRACE | ICAMS, RUB | ||
| SevenNet | Seoul National University | MatPES-PBE | 40M |
| DPA3 | AI for Science Institute, Beijing | ||
| eqV2 | FairChem at Meta | MatPES-r2SCAN | 40M |
| eSEN | FairChem at Meta |