LiPS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Force Prediction | LiPS 20 | Force MAE (eV/Å)0.058 | 12 | |
| Force and Energy Prediction | LiPS20 Li2S + Li3P + P2S5 | Force Prediction Error0.34 | 12 | |
| Interatomic Force Field Training | LiPS Li3P + Li2S | Total Training Time (s)13.42 | 12 | |
| Force Prediction | LiPS20 Li2S + Li3P + P2S5 | Force MAE0.07 | 10 | |
| Force Prediction | LiPS20 β-Li3PS4 + γ-Li3PS4 | MAE (Force)0.06 | 10 | |
| Force Field Prediction | LiPS 20 | Force (eV/Å)0.3216 | 9 | |
| Merging of Graph Neural Force Fields | LiPS Li2S + Li3P + P2S5 | Training Time (s)15.15 | 8 | |
| Merging of Graph Neural Force Fields | LiPS β-Li3PS4 + γ-Li3PS4 | Training Time (s)14.34 | 8 | |
| Molecular Force and Energy Prediction | LiPS20 | R^2 (Force)0.687 | 7 | |
| Force Prediction | LiPS20 | Force RMSE (eV/Å)0.133 | 7 | |
| Graph Neural Force Field Merging | LiPS 20 | Time (s)609.07 | 6 | |
| Force Regression | LiPS20 Li3P + Li2S | Force MAE0.06 | 6 | |
| Model Merging Efficiency | LiPS20 | Time (s)739.18 | 6 | |
| Interatomic Force Field Training | LiPS Li2S + Li3P + P2S5 | Total Training Time (s)501.5 | 4 |
Showing 14 of 14 rows