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PDE Discovery on KS PDE (F1 score)

100F1 ScorePySINDy 2.0.0
21.4841.86562.2582.635May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PySINDy 2.0.0Noise=0%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05100
EqODNoise=0%, Seeds=102026.05100
WSINDyNoise=0%, Seeds=102026.05100
EqODNoise=0%, Seeds=102026.05100
WSINDyNoise=5%, Seeds=102026.05100
WF-LASSONoise=0%, Mode=S2026.05100
EqODNoise=0%, Mode=S2026.05100
WSINDyNoise=10%, Seeds=102026.0598.6
EqODNoise=5%, Seeds=102026.0595.7
EqODNoise=5%, Seeds=102026.0595.7
WF-LASSONoise=5%, Mode=S2026.0595.7
EqODNoise=5%, Mode=S2026.0595.7
EqODNoise=10%, Seeds=102026.0591.4
EqODNoise=20%, Seeds=102026.0591.4
EqODNoise=10%, Seeds=102026.0591.4
EqODNoise=20%, Seeds=102026.0591.4
WF-LASSONoise=10%, Mode=S2026.0591.4
EqODNoise=10%, Mode=S2026.0591.4
EqODNoise=20%, Mode=S2026.0591.4
WSINDyNoise=20%, Seeds=102026.0590.3
WF-LASSONoise=20%, Mode=S2026.0585.7
PySINDy 2.0.0Noise=5%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.0550
PySINDy 2.0.0Noise=10%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.0533
PySINDy 2.0.0Noise=20%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.0524.5