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ResearchFormerly WizWand

Equation Discovery on Navier-Stokes

0.0799MSEPySR (Real only)
-3.4351820.2916144.018467.74519May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PySR (Real only)N=16, Measurement=dtv, Data Enrichment=Real only2026.050.07990.8508
GPLearn (Real only)N=16, Measurement=dtv, Data Enrichment=Real only2026.050.08890.8371
DEAP (Real only)N=16, Measurement=dtv, Data Enrichment=Real only2026.050.09610.8229
PySR (Real only)N=8, Measurement=dtv, Data Enrichment=Real only2026.050.10090.8117
GPLearn (Real only)N=8, Measurement=dtv, Data Enrichment=Real only2026.050.10610.8053
DEAP (Real only)N=8, Measurement=dtv, Data Enrichment=Real only2026.050.11270.7875
DEAP (Real+PhysLDM)N=8, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.13580.7445
DEAP (Real+PhysLDM)N=4, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.13680.741
DEAP (Real+PhysLDM)N=2, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.13710.7413
DEAP (Real+PhysLDM)N=16, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.14240.7312
GPLearn (Real+PhysLDM)N=8, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.16180.7109
GPLearn (Real+PhysLDM)N=4, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.16910.6989
GPLearn (Real+PhysLDM)N=2, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.17410.6859
PySR (Real+PhysLDM)N=8, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.18270.6463
PySR (Real+PhysLDM)N=4, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.18770.6359
PySR (Real+PhysLDM)N=2, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.18940.631
PySR (Real+PhysLDM)N=16, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.19270.624
DEAP (Real only)N=4, Measurement=dtv, Data Enrichment=Real only2026.050.19350.6333
GPLearn (Real+PhysLDM)N=16, Measurement=dtv, Data Enrichment=Real+PhysLDM2026.050.2060.6356
GPLearn (Real only)N=4, Measurement=dtv, Data Enrichment=Real only2026.050.2380.563
PySR (Real only)N=4, Measurement=dtv, Data Enrichment=Real only2026.050.26140.51
PySR (Real only)N=2, Measurement=dtv, Data Enrichment=Real only2026.050.4060.2195
DEAP (Real only)N=2, Measurement=dtv, Data Enrichment=Real only2026.050.40640.2197
GPLearn (Real only)N=2, Measurement=dtv, Data Enrichment=Real only2026.050.4160.2259
PySR (Real+LDM)N=8, Measurement=dtv, Data Enrichment=Real+LDM2026.051.3784-1.6756
PySR (Real+LDM)N=4, Measurement=dtv, Data Enrichment=Real+LDM2026.051.4997-1.8672
GPLearn (Real+LDM)N=16, Measurement=dtv, Data Enrichment=Real+LDM2026.051.5085-1.6803
PySR (Real+LDM)N=16, Measurement=dtv, Data Enrichment=Real+LDM2026.051.5692-2.0218
GPLearn (Real+LDM)N=8, Measurement=dtv, Data Enrichment=Real+LDM2026.051.5939-1.7161
PySR (Real+LDM)N=2, Measurement=dtv, Data Enrichment=Real+LDM2026.051.6032-2.073
DEAP (Real+LDM)N=16, Measurement=dtv, Data Enrichment=Real+LDM2026.051.9381-2.7656
DEAP (Real+LDM)N=8, Measurement=dtv, Data Enrichment=Real+LDM2026.051.9494-2.7928
GPLearn (Real+LDM)N=2, Measurement=dtv, Data Enrichment=Real+LDM2026.052.0087-2.5009
DEAP (Real+LDM)N=4, Measurement=dtv, Data Enrichment=Real+LDM2026.052.4223-3.5675
DEAP (Real+LDM)N=2, Measurement=dtv, Data Enrichment=Real+LDM2026.056.1498-10.7547
GPLearn (Real+LDM)N=4, Measurement=dtv, Data Enrichment=Real+LDM2026.0587.9569-175.4489