Atomic property prediction on TM-O-Spin
9.5Energy MAE (meV/atom)Sparsity-promoting fine-tuning
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Sparsity-promoting fine-tuningRegime=Low-sparsity (L), λτ=0.052026.06 | 9.5 | 70.46 | 0.028 | 90.21 | 43.17 | |
| Sparsity-promoting fine-tuningRegime=High-sparsity (H), λτ=0.32026.06 | 10.57 | 74.15 | 0.03 | 91.83 | 89.7 | |
| FullType=Full fine-tuning2026.06 | 11.58 | 96.89 | 0.029 | — | — | |
| ELoRA2026.06 | 12.44 | 116.31 | 0.038 | — | — | |
| Scratch2026.06 | 27.28 | 174.7 | 0.035 | — | — |