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Benchmarks
Parameter Identification on Lotka-Volterra model Time [20, 40]
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1.042
Squared Error of α
AGM-PELT
0.73136
2.82818
4.925
7.02182
Apr 28, 2026
Squared Error of α
Squared Error of β
Squared Error of γ
Squared Error of δ
Updated 1mo ago
Evaluation Results
Method
Method
Links
Squared Error of α
Squared Error of β
Squared Error of γ
Squared Error of δ
AGM-PELT
Time=[20, 40]
2026.04
1.042
2.522
1.476
2.288
RAA-PINNs
Time=[20, 40]
2026.04
7.774
1.823
1.332
1.538
PINNs-EM-GMM
Time=[20, 40]
2026.04
8.808
1.613
1.162
1.343
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