Dynamics prediction of physical systems on 2D closed chain
2.51Training Time (s)RF-HGN
Evaluation Results
| Method | Links | |
|---|---|---|
| RF-HGNSystem size=N = 3, Optimizer=SWIM2025.06 | 2.51 | |
| RF-HGNSystem size=N = 4, Optimizer=SWIM2025.06 | 3.87 | |
| RF-HGNSystem size=N = 5, Optimizer=SWIM2025.06 | 5.42 | |
| FGNODESystem size=N = 3, Optimizer=Adam2025.06 | 380.35 | |
| FGNNSystem size=N = 3, Optimizer=Adam2025.06 | 406.14 | |
| FGNODESystem size=N = 4, Optimizer=Adam2025.06 | 430.32 | |
| FGNNSystem size=N = 4, Optimizer=Adam2025.06 | 475.24 | |
| FGNODESystem size=N = 5, Optimizer=Adam2025.06 | 520.54 | |
| FGNNSystem size=N = 5, Optimizer=Adam2025.06 | 536.27 | |
| HGNSystem size=N = 3, Optimizer=Adam2025.06 | 1,288.08 | |
| HGNSystem size=N = 4, Optimizer=Adam2025.06 | 1,370.14 | |
| HGNSystem size=N = 5, Optimizer=Adam2025.06 | 1,676.78 | |
| GNODESystem size=N = 3, Optimizer=Adam2025.06 | 2,367.37 | |
| GNODESystem size=N = 4, Optimizer=Adam2025.06 | 2,499.04 | |
| GNODESystem size=N = 5, Optimizer=Adam2025.06 | 2,600.31 | |
| HGNNSystem size=N = 3, Optimizer=Adam2025.06 | 3,568.12 | |
| HGNNSystem size=N = 4, Optimizer=Adam2025.06 | 4,021.59 | |
| HGNNSystem size=N = 5, Optimizer=Adam2025.06 | 4,380.46 | |
| LGNNSystem size=N = 4, Optimizer=Adam2025.06 | 6,259.58 | |
| LGNNSystem size=N = 3, Optimizer=Adam2025.06 | 7,225.88 | |
| LGNNSystem size=N = 5, Optimizer=Adam2025.06 | 8,774.59 | |
| LGNSystem size=N = 3, Optimizer=Adam2025.06 | 12,534.81 | |
| LGNSystem size=N = 4, Optimizer=Adam2025.06 | 20,536.78 | |
| LGNSystem size=N = 5, Optimizer=Adam2025.06 | 53,148.24 |