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Learning deterministic mean dynamics on Duffing oscillator
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2.6
True MSE
SPH-NN-IB
2.4772
3.3061
4.135
4.9639
Mar 10, 2026
True MSE
Mean |Δq|
Mean |Δp|
Mean |ΔH|
Updated 1mo ago
Evaluation Results
Method
Method
Links
True MSE
Mean |Δq|
Mean |Δp|
Mean |ΔH|
SPH-NN-IB
Model=SPH-NN-IB
2026.03
2.6
0.018
0.017
0.005
SPH-NN-NLL
Model=SPH-NN-NLL
2026.03
2.76
0.02
0.039
0.007
SPH-NN-CE
Model=SPH-NN-CE
2026.03
3.23
0.03
0.022
0.011
Baseline
Model=Baseline
2026.03
5.67
0.331
0.393
0.083
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