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Hamiltonian Dynamics Modeling on Double pendulum
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0.0036
Relative L2 Error
HNN
0.003537
0.004096
0.004655
0.005214
Nov 26, 2024
Relative L2 Error
Rec MSE ($10^{-7}$)
Ext MSE ($10^{-7}$)
VPT (Time)
Sym (MLP)
Sym (PR)
R2 (MLP)
R2 (PR)
Updated 3d ago
Evaluation Results
Method
Method
Links
Relative L2 Error
Rec MSE ($10^{-7}$)
Ext MSE ($10^{-7}$)
VPT (Time)
Sym (MLP)
Sym (PR)
R2 (MLP)
R2 (PR)
HNN
Training time (s)=10485.4
2024.11
0.0036
-
-
-
-
-
-
-
A-SWIM
Training time (s)=85.2
2024.11
0.0041
-
-
-
-
-
-
-
SWIM
Training time (s)=40.0
2024.11
0.0042
-
-
-
-
-
-
-
U-SWIM
Training time (s)=39.6
2024.11
0.005
-
-
-
-
-
-
-
ELM
Training time (s)=43.1
2024.11
0.0057
-
-
-
-
-
-
-
HGN++
SyMetric=1=false
2021.11
-
32.24
154.83
5.5
0.28
0.24
0.4
0.96
HGN
SyMetric=1=false
2021.11
-
26.33
196.52
2
0.3
0.13
0.2
0.64
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