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ResearchFormerly WizWand

Equation Discovery on Gravitational potential

12.0125MSEGPLearn (Real+PhysLDM)
8.871830.07152551.2712572.470975May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GPLearn (Real+PhysLDM)N=8, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0512.012596.3
GPLearn (Real+PhysLDM)N=4, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0512.128496.26
GPLearn (Real+PhysLDM)N=2, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0512.2196.23
GPLearn (Real+PhysLDM)N=16, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0512.268796.24
GPLearn (Real only)N=8, Measurement=phi, Data Enrichment=Real only2026.0512.419696.22
GPLearn (Real only)N=16, Measurement=phi, Data Enrichment=Real only2026.0512.941296.04
GPLearn (Real only)N=4, Measurement=phi, Data Enrichment=Real only2026.0513.674295.86
DEAP (Real only)N=16, Measurement=phi, Data Enrichment=Real only2026.0521.532793.23
GPLearn (Real+LDM)N=16, Measurement=phi, Data Enrichment=Real+LDM2026.0521.738293.41
DEAP (Real only)N=4, Measurement=phi, Data Enrichment=Real only2026.0521.876593.2
GPLearn (Real only)N=2, Measurement=phi, Data Enrichment=Real only2026.0521.893693.44
DEAP (Real+PhysLDM)N=16, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0522.062293.08
DEAP (Real only)N=8, Measurement=phi, Data Enrichment=Real only2026.0522.126692.78
DEAP (Real+PhysLDM)N=2, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0522.734292.89
DEAP (Real+PhysLDM)N=4, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0522.98192.81
DEAP (Real+PhysLDM)N=8, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0523.325792.72
DEAP (Real+LDM)N=16, Measurement=phi, Data Enrichment=Real+LDM2026.0531.556590.16
DEAP (Real only)N=2, Measurement=phi, Data Enrichment=Real only2026.0533.146989.42
GPLearn (Real+LDM)N=8, Measurement=phi, Data Enrichment=Real+LDM2026.0533.488189.81
PySR (Real+PhysLDM)N=16, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0541.558587.44
GPLearn (Real+LDM)N=4, Measurement=phi, Data Enrichment=Real+LDM2026.0542.764387.1
GPLearn (Real+LDM)N=2, Measurement=phi, Data Enrichment=Real+LDM2026.0542.797387.09
DEAP (Real+LDM)N=8, Measurement=phi, Data Enrichment=Real+LDM2026.0545.923785.83
PySR (Real+PhysLDM)N=4, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0547.675585.34
PySR (Real only)N=16, Measurement=phi, Data Enrichment=Real only2026.0547.810585.15
PySR (Real only)N=4, Measurement=phi, Data Enrichment=Real only2026.0548.116385.15
PySR (Real+PhysLDM)N=8, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0549.172384.71
PySR (Real only)N=8, Measurement=phi, Data Enrichment=Real only2026.0553.812383.12
DEAP (Real+LDM)N=4, Measurement=phi, Data Enrichment=Real+LDM2026.0555.047283.08
PySR (Real+PhysLDM)N=2, Measurement=phi, Data Enrichment=Real+PhysLDM2026.0557.315881.98
DEAP (Real+LDM)N=2, Measurement=phi, Data Enrichment=Real+LDM2026.0559.760181.62
PySR (Real+LDM)N=16, Measurement=phi, Data Enrichment=Real+LDM2026.0561.884181.04
PySR (Real only)N=2, Measurement=phi, Data Enrichment=Real only2026.0569.543278.15
PySR (Real+LDM)N=2, Measurement=phi, Data Enrichment=Real+LDM2026.0579.89275.47
PySR (Real+LDM)N=8, Measurement=phi, Data Enrichment=Real+LDM2026.0587.184173.01
PySR (Real+LDM)N=4, Measurement=phi, Data Enrichment=Real+LDM2026.0590.5372.72