Dynamics Prediction on N-body 1500 (train)
1.49Prediction Error (1,2,0)NC+
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NC+Backbone=GMN, Additional Supervised Data=true2023.05 | 1.49 | 1.17 | 1.44 | 1.7 | 1.91 | |
| NCBackbone=GMN, Additional Supervised Data=false2023.05 | 1.59 | 1.18 | 1.47 | 1.66 | 1.93 | |
| GMN2023.05 | 1.68 | 1.47 | 2.1 | 2.32 | 2.86 | |
| NCBackbone=EGNN, Additional Supervised Data=false2023.05 | 2.23 | 1.91 | 2.14 | 2.36 | 2.86 | |
| NC+Backbone=EGNN, Additional Supervised Data=true2023.05 | 2.32 | 1.86 | 2.39 | 2.35 | 2.99 | |
| EGNN2023.05 | 2.59 | 1.86 | 2.54 | 2.79 | 3.25 | |
| NC+Backbone=RF, Additional Supervised Data=true2023.05 | 2.87 | 1.78 | 3.24 | 5.06 | 5.23 | |
| NCBackbone=RF, Additional Supervised Data=false2023.05 | 2.91 | 1.76 | 3.23 | 5.09 | 5.34 | |
| RF2023.05 | 2.97 | 2.19 | 3.8 | 5.71 | 5.66 | |
| GNN2023.05 | 3.61 | 3.23 | 4.73 | 7.97 | 7.91 | |
| SE(3)-Tr.2023.05 | 5.02 | 4.68 | 8.39 | 10.82 | 10.85 | |
| TFN2023.05 | 5.86 | 4.97 | 8.51 | 11.21 | 10.75 | |
| Linear2023.05 | 8.22 | 7.55 | 9.76 | 11.36 | 11.62 |