PDE Discovery on KdV–Burgers PDE (F1 score)
95.7F1 ScoreEqOD
Evaluation Results
| Method | Links | |
|---|---|---|
| EqODNoise=0%, Seeds=102026.05 | 95.7 | |
| EqODNoise=0%, Seeds=102026.05 | 95.7 | |
| EqODNoise=0%, Mode=S2026.05 | 95.7 | |
| WSINDyNoise=0%, Seeds=102026.05 | 80 | |
| WSINDyNoise=5%, Seeds=102026.05 | 78.7 | |
| WF-LASSONoise=0%, Mode=S2026.05 | 77.9 | |
| WSINDyNoise=10%, Seeds=102026.05 | 63.8 | |
| EqODNoise=5%, Seeds=102026.05 | 61.3 | |
| EqODNoise=5%, Seeds=102026.05 | 61.3 | |
| EqODNoise=5%, Mode=S2026.05 | 61.3 | |
| WSINDyNoise=20%, Seeds=102026.05 | 52.2 | |
| WF-LASSONoise=5%, Mode=S2026.05 | 46.4 | |
| EqODNoise=10%, Seeds=102026.05 | 44 | |
| EqODNoise=10%, Seeds=102026.05 | 44 | |
| WF-LASSONoise=10%, Mode=SS†2026.05 | 44 | |
| EqODNoise=10%, Mode=SS†2026.05 | 44 | |
| WF-LASSONoise=20%, Mode=SS†2026.05 | 42.7 | |
| EqODNoise=20%, Seeds=102026.05 | 38.3 | |
| EqODNoise=20%, Seeds=102026.05 | 38.3 | |
| EqODNoise=20%, Mode=SS†2026.05 | 38.3 | |
| PySINDy 2.0.0Noise=0%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 27.1 | |
| PySINDy 2.0.0Noise=20%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 23 | |
| PySINDy 2.0.0Noise=5%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 22.2 | |
| PySINDy 2.0.0Noise=10%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 20.7 |