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ResearchFormerly WizWand

Equation Discovery on Heat conduction

0.0001MSEDEAP (Real+PhysLDM)
-0.0052520.030770.0667920.102814May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DEAP (Real+PhysLDM)N=16, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00010.9994
PySR (Real+PhysLDM)N=16, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00010.9994
DEAP (Real+PhysLDM)N=8, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00010.9991
DEAP (Real only)N=16, Measurement=q, Data Enrichment=Real only2026.050.00010.9991
DEAP (Real+PhysLDM)N=4, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00020.9987
PySR (Real+PhysLDM)N=8, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00020.9988
GPLearn (Real+PhysLDM)N=8, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00020.967
GPLearn (Real+PhysLDM)N=16, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00020.967
DEAP (Real+PhysLDM)N=2, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00020.9987
GPLearn (Real+PhysLDM)N=2, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00020.9667
GPLearn (Real+PhysLDM)N=4, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00020.9667
PySR (Real+PhysLDM)N=2, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00020.9981
GPLearn (Real only)N=16, Measurement=q, Data Enrichment=Real only2026.050.00020.9656
PySR (Real only)N=16, Measurement=q, Data Enrichment=Real only2026.050.00020.9978
PySR (Real+PhysLDM)N=4, Measurement=q, Data Enrichment=Real+PhysLDM2026.050.00020.998
GPLearn (Real only)N=8, Measurement=q, Data Enrichment=Real only2026.050.00050.9632
DEAP (Real only)N=8, Measurement=q, Data Enrichment=Real only2026.050.0020.9865
PySR (Real only)N=8, Measurement=q, Data Enrichment=Real only2026.050.00450.9657
DEAP (Real only)N=4, Measurement=q, Data Enrichment=Real only2026.050.00850.9063
GPLearn (Real only)N=4, Measurement=q, Data Enrichment=Real only2026.050.02040.7141
PySR (Real only)N=4, Measurement=q, Data Enrichment=Real only2026.050.02760.785
PySR (Real only)N=2, Measurement=q, Data Enrichment=Real only2026.050.09220.2524
PySR (Real+LDM)N=16, Measurement=q, Data Enrichment=Real+LDM2026.050.09350.2115
DEAP (Real only)N=2, Measurement=q, Data Enrichment=Real only2026.050.10140.1954
PySR (Real+LDM)N=8, Measurement=q, Data Enrichment=Real+LDM2026.050.10160.1283
PySR (Real+LDM)N=2, Measurement=q, Data Enrichment=Real+LDM2026.050.10410.0999
PySR (Real+LDM)N=4, Measurement=q, Data Enrichment=Real+LDM2026.050.10450.1038
DEAP (Real+LDM)N=16, Measurement=q, Data Enrichment=Real+LDM2026.050.11230.0977
GPLearn (Real+LDM)N=16, Measurement=q, Data Enrichment=Real+LDM2026.050.119-0.0981
GPLearn (Real only)N=2, Measurement=q, Data Enrichment=Real only2026.050.1266-0.077
GPLearn (Real+LDM)N=8, Measurement=q, Data Enrichment=Real+LDM2026.050.1266-0.1404
GPLearn (Real+LDM)N=4, Measurement=q, Data Enrichment=Real+LDM2026.050.1277-0.1467
GPLearn (Real+LDM)N=2, Measurement=q, Data Enrichment=Real+LDM2026.050.1285-0.1542
DEAP (Real+LDM)N=8, Measurement=q, Data Enrichment=Real+LDM2026.050.1285-0.0749
DEAP (Real+LDM)N=4, Measurement=q, Data Enrichment=Real+LDM2026.050.1329-0.11
DEAP (Real+LDM)N=2, Measurement=q, Data Enrichment=Real+LDM2026.050.1335-0.1191