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Dynamical Identification on Duffing Video
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92
AUC
Teacher (CL+NODE)
-3.68
21.16
46
70.84
May 15, 2026
AUC
@20 Score
Updated 15d ago
Evaluation Results
Method
Method
Links
AUC
@20 Score
Teacher (CL+NODE)
Physics consistency=false
2026.05
92
93
Student (CIPHER)
Physics consistency=true
2026.05
91
92
CL+pHNN (One-stage)
Physics consistency=true
2026.05
90
93
Mamba-3
Physics consistency=false
2026.05
54
36
DCL
Physics consistency=false
2026.05
26
15
GRU pHNN
Physics consistency=true
2026.05
0
0
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