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PDE Discovery on KdV PDE (F1 score)

100F1 ScorePySINDy 2.0.0
-3.1815223.6059950.393577.18101May 12, 2026

Evaluation results

MethodLinks
PySINDy 2.0.0Noise=0%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05100
EqODNoise=0%, Seeds=102026.05100
EqODNoise=5%, Seeds=102026.0596.7
EqODNoise=10%, Seeds=102026.0592
EqODNoise=20%, Seeds=102026.0578.7
PySINDy 2.0.0Noise=5%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.0526.8
PySINDy 2.0.0Noise=10%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.0523.9
PySINDy 2.0.0Noise=20%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.0522.4
WSINDyNoise=0%, Seeds=102026.051
EqODNoise=0%, Seeds=102026.051
WSINDyNoise=5%, Seeds=102026.051
WSINDyNoise=10%, Seeds=102026.050.98
EqODNoise=5%, Seeds=102026.050.967
EqODNoise=10%, Seeds=102026.050.92
WSINDyNoise=20%, Seeds=102026.050.887
EqODNoise=20%, Seeds=102026.050.787