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Dynamics prediction on DNLS homogeneous N=4 (test)
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1.17
Test loss
G-SympNet
0.8248
3.1549
5.485
7.8151
Apr 26, 2026
Test loss
Energy MSE
Updated 1mo ago
Evaluation Results
Method
Method
Links
Test loss
Energy MSE
G-SympNet
N=4, Duration=20 s, Av...
2026.04
1.17
2.91
LA-SympNet
N=4, Duration=20 s, Av...
2026.04
1.19
7.55
HNN
N=4, Duration=20 s, Av...
2026.04
1.34
6.23
α-SGHN
N=4, Duration=20 s, Av...
2026.04
1.51
3.11
MLP
N=4, Duration=20 s, Av...
2026.04
1.95
8.29
HGIN
N=4, Duration=20 s, Av...
2026.04
7.52
7.23
NSSNN
N=4, Duration=20 s, Av...
2026.04
9.8
1.1
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