PDE Discovery on React-Diff PDE
100F1 ScorePySINDy 2.0.0
Evaluation Results
| Method | Links | |
|---|---|---|
| PySINDy 2.0.0Noise=0%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 100 | |
| EqODNoise=5%, Seeds=102026.05 | 100 | |
| EqODNoise=5%, Seeds=102026.05 | 100 | |
| WF-LASSONoise=5%, Mode=SS2026.05 | 100 | |
| EqODNoise=5%, Mode=SS2026.05 | 100 | |
| EqODNoise=10%, Seeds=102026.05 | 98.6 | |
| EqODNoise=10%, Seeds=102026.05 | 98.6 | |
| WF-LASSONoise=10%, Mode=SS2026.05 | 98.6 | |
| EqODNoise=10%, Mode=SS2026.05 | 98.6 | |
| WSINDyNoise=5%, Seeds=102026.05 | 91.4 | |
| WSINDyNoise=10%, Seeds=102026.05 | 91.4 | |
| WF-LASSONoise=20%, Mode=SS2026.05 | 91.4 | |
| EqODNoise=20%, Seeds=102026.05 | 90.4 | |
| EqODNoise=20%, Seeds=102026.05 | 90.4 | |
| EqODNoise=20%, Mode=SS2026.05 | 90.4 | |
| EqODNoise=0%, Seeds=102026.05 | 90 | |
| EqODNoise=0%, Seeds=102026.05 | 90 | |
| WF-LASSONoise=0%, Mode=SS2026.05 | 90 | |
| EqODNoise=0%, Mode=SS2026.05 | 90 | |
| WSINDyNoise=20%, Seeds=102026.05 | 89.2 | |
| PySINDy 2.0.0Noise=5%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 80 | |
| PySINDy 2.0.0Noise=10%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 80 | |
| WSINDyNoise=0%, Seeds=102026.05 | 80 | |
| PySINDy 2.0.0Noise=20%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 74.3 |