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ResearchFormerly WizWand

Dynamics prediction of physical systems on 2D closed chain

2.51Training Time (s)RF-HGN
-2,123.319212,226.027926,575.37540,924.7221Jun 6, 2025
Updated 8mo ago

Evaluation results

MethodLinks
RF-HGNSystem size=N = 3, Optimizer=SWIM2025.062.51
RF-HGNSystem size=N = 4, Optimizer=SWIM2025.063.87
RF-HGNSystem size=N = 5, Optimizer=SWIM2025.065.42
FGNODESystem size=N = 3, Optimizer=Adam2025.06380.35
FGNNSystem size=N = 3, Optimizer=Adam2025.06406.14
FGNODESystem size=N = 4, Optimizer=Adam2025.06430.32
FGNNSystem size=N = 4, Optimizer=Adam2025.06475.24
FGNODESystem size=N = 5, Optimizer=Adam2025.06520.54
FGNNSystem size=N = 5, Optimizer=Adam2025.06536.27
HGNSystem size=N = 3, Optimizer=Adam2025.061,288.08
HGNSystem size=N = 4, Optimizer=Adam2025.061,370.14
HGNSystem size=N = 5, Optimizer=Adam2025.061,676.78
GNODESystem size=N = 3, Optimizer=Adam2025.062,367.37
GNODESystem size=N = 4, Optimizer=Adam2025.062,499.04
GNODESystem size=N = 5, Optimizer=Adam2025.062,600.31
HGNNSystem size=N = 3, Optimizer=Adam2025.063,568.12
HGNNSystem size=N = 4, Optimizer=Adam2025.064,021.59
HGNNSystem size=N = 5, Optimizer=Adam2025.064,380.46
LGNNSystem size=N = 4, Optimizer=Adam2025.066,259.58
LGNNSystem size=N = 3, Optimizer=Adam2025.067,225.88
LGNNSystem size=N = 5, Optimizer=Adam2025.068,774.59
LGNSystem size=N = 3, Optimizer=Adam2025.0612,534.81
LGNSystem size=N = 4, Optimizer=Adam2025.0620,536.78
LGNSystem size=N = 5, Optimizer=Adam2025.0653,148.24