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Benchmarks
Biophysical Parameter Estimation on Morris-Lecar Homoclinic regime, 5% noise
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0.2
gL Relative Error
UKF
-4.132
25.109
54.35
83.591
Feb 27, 2026
gL Relative Error
gK Relative Error
gCa Relative Error
Phi Relative Error
V1 Relative Error
V2 Relative Error
V3 Relative Error
V4 Relative Error
Updated 1mo ago
Evaluation Results
Method
Method
Links
gL Relative Error
gK Relative Error
gCa Relative Error
Phi Relative Error
V1 Relative Error
V2 Relative Error
V3 Relative Error
V4 Relative Error
UKF
Initial Guess=SNIC
2026.02
0.2
0.2
0.2
0.5
0.6
0.1
0.1
0.1
PINN
Initial Guess=SNIC
2026.02
0.6
1
3.9
6.3
9.6
0.4
3.9
4.3
PINN
Initial Guess=1
2026.02
2.3
2.7
0.2
2.4
6.2
1.4
4.8
0.1
PINN
Initial Guess=Hopf
2026.02
3.8
2.9
3.5
0.9
19.2
2.7
4.2
2.8
4D-Var
Initial Guess=SNIC
2026.02
4.8
13.6
1.1
0.6
8.3
1.1
17
7.2
4D-Var
Initial Guess=Hopf
2026.02
52.4
20.5
122.6
81.8
323.3
35.5
43.4
60
UKF
Initial Guess=Hopf
2026.02
108.5
13.4
20.3
0.1
60.9
7.8
78.1
68.4
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