PDE Discovery on KdV 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 | |
| EqODNoise=5%, Seeds=102026.05 | 96.7 | |
| EqODNoise=10%, Seeds=102026.05 | 92 | |
| EqODNoise=20%, Seeds=102026.05 | 78.7 | |
| PySINDy 2.0.0Noise=5%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 26.8 | |
| PySINDy 2.0.0Noise=10%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 23.9 | |
| PySINDy 2.0.0Noise=20%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 22.4 | |
| WSINDyNoise=0%, Seeds=102026.05 | 1 | |
| EqODNoise=0%, Seeds=102026.05 | 1 | |
| WSINDyNoise=5%, Seeds=102026.05 | 1 | |
| WSINDyNoise=10%, Seeds=102026.05 | 0.98 | |
| EqODNoise=5%, Seeds=102026.05 | 0.967 | |
| EqODNoise=10%, Seeds=102026.05 | 0.92 | |
| WSINDyNoise=20%, Seeds=102026.05 | 0.887 | |
| EqODNoise=20%, Seeds=102026.05 | 0.787 |