PDE Identification on Adv-Diff PDE
100F1 ScoreWF-LASSO
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| WF-LASSONoise=0%, Mode=SS2026.05 | 100 | — | — | |
| EqODNoise=0%, Mode=SS2026.05 | 100 | 0 | 2 | |
| WF-LASSONoise=5%, Mode=SS2026.05 | 100 | — | — | |
| EqODNoise=5%, Mode=SS2026.05 | 100 | 0 | 2 | |
| WF-LASSONoise=10%, Mode=SS2026.05 | 100 | — | — | |
| EqODNoise=10%, Mode=SS2026.05 | 100 | 0 | 2 | |
| 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 | 100 | — | — | |
| EqODNoise=10%, Seeds=102026.05 | 100 | — | — | |
| EqODNoise=0%, Seeds=102026.05 | 100 | — | — | |
| EqODNoise=5%, Seeds=102026.05 | 100 | — | — | |
| EqODNoise=10%, Seeds=102026.05 | 100 | — | — | |
| WF-LASSONoise=0%, Mode=SS2026.05 | 100 | — | — | |
| EqODNoise=0%, Mode=SS2026.05 | 100 | — | — | |
| WF-LASSONoise=5%, Mode=SS2026.05 | 100 | — | — | |
| EqODNoise=5%, Mode=SS2026.05 | 100 | — | — | |
| WF-LASSONoise=10%, Mode=SS2026.05 | 100 | — | — | |
| EqODNoise=10%, Mode=SS2026.05 | 100 | — | — | |
| EqODNoise=20%, Seeds=102026.05 | 98 | — | — | |
| WSINDyNoise=0%, Seeds=102026.05 | 98 | — | — | |
| EqODNoise=20%, Seeds=102026.05 | 98 | — | — | |
| WF-LASSONoise=20%, Mode=SS2026.05 | 98 | — | — | |
| EqODNoise=20%, Mode=SS2026.05 | 98 | — | — | |
| WSINDyNoise=5%, Seeds=102026.05 | 86 | — | — | |
| WSINDyNoise=10%, Seeds=102026.05 | 81.3 | — | — | |
| WSINDyNoise=20%, Seeds=102026.05 | 77.3 | — | — | |
| PySINDy 2.0.0Noise=5%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 63.3 | — | — | |
| PySINDy 2.0.0Noise=10%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 56.7 | — | — | |
| PySINDy 2.0.0Noise=20%, Optimizer=STLSQ, Threshold Selection=best, Seeds=102026.05 | 50.7 | — | — |