PDE Discovery on KS PDE (F1 score)
100F1 ScorePySINDy 2.0.0
Evaluation Results
| Method | Links | |
|---|---|---|
| PySINDy 2.0.0Noise=0%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 100 | |
| EqODNoise=0%, Seeds=102026.05 | 100 | |
| WSINDyNoise=0%, Seeds=102026.05 | 100 | |
| EqODNoise=0%, Seeds=102026.05 | 100 | |
| WSINDyNoise=5%, Seeds=102026.05 | 100 | |
| WF-LASSONoise=0%, Mode=S2026.05 | 100 | |
| EqODNoise=0%, Mode=S2026.05 | 100 | |
| WSINDyNoise=10%, Seeds=102026.05 | 98.6 | |
| EqODNoise=5%, Seeds=102026.05 | 95.7 | |
| EqODNoise=5%, Seeds=102026.05 | 95.7 | |
| WF-LASSONoise=5%, Mode=S2026.05 | 95.7 | |
| EqODNoise=5%, Mode=S2026.05 | 95.7 | |
| EqODNoise=10%, Seeds=102026.05 | 91.4 | |
| EqODNoise=20%, Seeds=102026.05 | 91.4 | |
| EqODNoise=10%, Seeds=102026.05 | 91.4 | |
| EqODNoise=20%, Seeds=102026.05 | 91.4 | |
| WF-LASSONoise=10%, Mode=S2026.05 | 91.4 | |
| EqODNoise=10%, Mode=S2026.05 | 91.4 | |
| EqODNoise=20%, Mode=S2026.05 | 91.4 | |
| WSINDyNoise=20%, Seeds=102026.05 | 90.3 | |
| WF-LASSONoise=20%, Mode=S2026.05 | 85.7 | |
| PySINDy 2.0.0Noise=5%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 50 | |
| PySINDy 2.0.0Noise=10%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 33 | |
| PySINDy 2.0.0Noise=20%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 24.5 |