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Dynamical Identification on Pendulum Video
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0.96
AUC
CL+pHNN (One-stage)
-0.0384
0.2208
0.48
0.7392
May 15, 2026
AUC
@20 Score
Updated 15d ago
Evaluation Results
Method
Method
Links
AUC
@20 Score
CL+pHNN (One-stage)
Physics consistency=true
2026.05
0.96
0.97
Teacher (CL+NODE)
Physics consistency=false
2026.05
0.92
0.91
Student (CIPHER)
Physics consistency=true
2026.05
0.92
0.9
Mamba-3
Physics consistency=false
2026.05
0.74
0.85
DCL
Physics consistency=false
2026.05
0
0
GRU pHNN
Physics consistency=true
2026.05
0
0
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