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Benchmarks
Dynamical Identification on Duffing Numerical
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99
AUC
Mamba-3
-3.96
22.77
49.5
76.23
May 15, 2026
AUC
Score @20
Updated 15d ago
Evaluation Results
Method
Method
Links
AUC
Score @20
Mamba-3
Physics consistency=false
2026.05
99
99
Teacher (CL+NODE)
Physics consistency=false
2026.05
95
96
Student (CIPHER)
Physics consistency=true
2026.05
91
88
DCL*
Physics consistency=false
2026.05
84
63
CL+pHNN (One-stage)
Physics consistency=true
2026.05
79
56
DCL
Physics consistency=false
2026.05
43
0
GRU pHNN
Physics consistency=true
2026.05
0
0
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