Dynamics Prediction on N-body 500 (train)
1.55Prediction Error (1,2,0)NC
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NCBackbone=GMN, Additional Supervised Data=false2023.05 | 1.55 | 1.58 | 2.07 | 2.73 | 2.99 | |
| NC+Backbone=GMN, Additional Supervised Data=true2023.05 | 1.57 | 1.43 | 2.03 | 2.57 | 2.72 | |
| GMN2023.05 | 1.84 | 2.02 | 2.48 | 2.92 | 4.08 | |
| NC+Backbone=EGNN, Additional Supervised Data=true2023.05 | 2.25 | 2.07 | 2.01 | 3.54 | 3.96 | |
| NCBackbone=EGNN, Additional Supervised Data=false2023.05 | 2.41 | 2.18 | 3.53 | 4.26 | 4.13 | |
| EGNN2023.05 | 2.81 | 2.27 | 4.67 | 4.75 | 4.59 | |
| NCBackbone=RF, Additional Supervised Data=false2023.05 | 2.84 | 2.35 | 4.32 | 6.67 | 7.14 | |
| NC+Backbone=RF, Additional Supervised Data=true2023.05 | 2.92 | 2.34 | 4.28 | 7.02 | 7.06 | |
| RF2023.05 | 3.5 | 3.07 | 5.25 | 7.59 | 7.73 | |
| GNN2023.05 | 5.33 | 5.01 | 7.58 | 9.83 | 9.77 | |
| SE(3)-Tr.2023.05 | 5.54 | 5.14 | 8.95 | 11.42 | 11.59 | |
| Linear2023.05 | 8.23 | 7.55 | 9.76 | 11.36 | 11.62 | |
| TFN2023.05 | 11.54 | 9.87 | 11.66 | 13.43 | 12.23 |