Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CartNet | 17.47 | No | A Cartesian Encoding Graph Neural Network for Cr... | 2025-01-30 | Code |
| 2 | PotNet | 18.8 | No | Efficient Approximations of Complete Interatomic... | 2023-06-12 | Code |
| 3 | Matformer | 21.2 | No | Periodic Graph Transformers for Crystal Material... | 2022-09-23 | Code |
| 4 | SchNet-edge-update | 22.7 | No | Neural Message Passing with Edge Updates for Pre... | 2018-06-08 | Code |
| 5 | MEGNet | 28 | No | - | - | Code |
| 6 | SchNet | 31.8 | No | Neural Message Passing with Edge Updates for Pre... | 2018-06-08 | Code |
| 7 | SchNet | 35 | No | - | - | Code |
| 8 | CGCNN | 39 | No | - | - | Code |
| 9 | MT-CGCNN | 41 | No | MT-CGCNN: Integrating Crystal Graph Convolutiona... | 2018-11-14 | Code |