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Benchmarks
PDE Identification on WeakIdent clean (official)
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100
F1 Score
WF-LASSO
-4
23
50
77
May 12, 2026
F1 Score
Cross-Entropy Loss
Updated 21d ago
Evaluation Results
Method
Method
Links
F1 Score
Cross-Entropy Loss
WF-LASSO
PDE=KdV, Data Quality=...
2026.05
100
-
EqOD
PDE=KdV, Data Quality=...
2026.05
100
10
WF-LASSO
PDE=KS, Data Quality=C...
2026.05
100
-
PySINDy
PDE=KS, Data Quality=C...
2026.05
100
-
EqOD
PDE=KS, Data Quality=C...
2026.05
100
10
WF-LASSO
PDE=Heat, ν = 0.159, D...
2026.05
100
-
EqOD
PDE=Heat, ν = 0.159, D...
2026.05
100
2
PySINDy
PDE=KdV, Data Quality=...
2026.05
80
-
PySINDy
PDE=Heat, ν = 0.159, D...
2026.05
0
-
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