Materials properties prediction on MatPES PBE
45Energy (meV)M3GNet
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| M3GNetParameters=0.66M2025.09 | 45 | 181 | 0.888 | 0.42 | 110 | 26 | 25 | 27 | 0.97 | |
| TensorNetParameters=0.84M2025.09 | 36 | 148 | 0.7 | 0.37 | 81 | 18 | 15 | 13 | 0.93 | |
| TACEParameters=0.98M, Module=Element-Agnostic2025.09 | 35 | 105 | 0.655 | 0.39 | 80 | 17 | 15 | 12 | 0.93 | |
| CHGNetParameters=2.70M, includes magmoms information=true2025.09 | 31 | 136 | 0.642 | 0.43 | 82 | 24 | 21 | 23 | 0.91 | |
| TACEParameters=29.8M, Module=Element-Aware2025.09 | 31 | 101 | 0.607 | 0.38 | 72 | 16 | 13 | 11 | 0.94 |