Equation Discovery on Gravitational potential
12.0125MSEGPLearn (Real+PhysLDM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GPLearn (Real+PhysLDM)N=8, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 12.0125 | 96.3 | |
| GPLearn (Real+PhysLDM)N=4, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 12.1284 | 96.26 | |
| GPLearn (Real+PhysLDM)N=2, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 12.21 | 96.23 | |
| GPLearn (Real+PhysLDM)N=16, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 12.2687 | 96.24 | |
| GPLearn (Real only)N=8, Measurement=phi, Data Enrichment=Real only2026.05 | 12.4196 | 96.22 | |
| GPLearn (Real only)N=16, Measurement=phi, Data Enrichment=Real only2026.05 | 12.9412 | 96.04 | |
| GPLearn (Real only)N=4, Measurement=phi, Data Enrichment=Real only2026.05 | 13.6742 | 95.86 | |
| DEAP (Real only)N=16, Measurement=phi, Data Enrichment=Real only2026.05 | 21.5327 | 93.23 | |
| GPLearn (Real+LDM)N=16, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 21.7382 | 93.41 | |
| DEAP (Real only)N=4, Measurement=phi, Data Enrichment=Real only2026.05 | 21.8765 | 93.2 | |
| GPLearn (Real only)N=2, Measurement=phi, Data Enrichment=Real only2026.05 | 21.8936 | 93.44 | |
| DEAP (Real+PhysLDM)N=16, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 22.0622 | 93.08 | |
| DEAP (Real only)N=8, Measurement=phi, Data Enrichment=Real only2026.05 | 22.1266 | 92.78 | |
| DEAP (Real+PhysLDM)N=2, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 22.7342 | 92.89 | |
| DEAP (Real+PhysLDM)N=4, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 22.981 | 92.81 | |
| DEAP (Real+PhysLDM)N=8, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 23.3257 | 92.72 | |
| DEAP (Real+LDM)N=16, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 31.5565 | 90.16 | |
| DEAP (Real only)N=2, Measurement=phi, Data Enrichment=Real only2026.05 | 33.1469 | 89.42 | |
| GPLearn (Real+LDM)N=8, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 33.4881 | 89.81 | |
| PySR (Real+PhysLDM)N=16, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 41.5585 | 87.44 | |
| GPLearn (Real+LDM)N=4, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 42.7643 | 87.1 | |
| GPLearn (Real+LDM)N=2, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 42.7973 | 87.09 | |
| DEAP (Real+LDM)N=8, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 45.9237 | 85.83 | |
| PySR (Real+PhysLDM)N=4, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 47.6755 | 85.34 | |
| PySR (Real only)N=16, Measurement=phi, Data Enrichment=Real only2026.05 | 47.8105 | 85.15 | |
| PySR (Real only)N=4, Measurement=phi, Data Enrichment=Real only2026.05 | 48.1163 | 85.15 | |
| PySR (Real+PhysLDM)N=8, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 49.1723 | 84.71 | |
| PySR (Real only)N=8, Measurement=phi, Data Enrichment=Real only2026.05 | 53.8123 | 83.12 | |
| DEAP (Real+LDM)N=4, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 55.0472 | 83.08 | |
| PySR (Real+PhysLDM)N=2, Measurement=phi, Data Enrichment=Real+PhysLDM2026.05 | 57.3158 | 81.98 | |
| DEAP (Real+LDM)N=2, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 59.7601 | 81.62 | |
| PySR (Real+LDM)N=16, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 61.8841 | 81.04 | |
| PySR (Real only)N=2, Measurement=phi, Data Enrichment=Real only2026.05 | 69.5432 | 78.15 | |
| PySR (Real+LDM)N=2, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 79.892 | 75.47 | |
| PySR (Real+LDM)N=8, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 87.1841 | 73.01 | |
| PySR (Real+LDM)N=4, Measurement=phi, Data Enrichment=Real+LDM2026.05 | 90.53 | 72.72 |