List your company

ResearchFormerly WizWand

Equation Discovery

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Gravitational potential

GPLearn (Real+PhysLDM)

12.013MSE

36

Jun 2, 2026

Navier–Stokes

PySR (Real only)

0.08MSE

36

Jun 2, 2026

Heat conduction

DEAP (Real+PhysLDM)

0MSE

36

Jun 2, 2026

0.098Prediction Error

12

Mar 11, 2026

Lotka-Volterra (LV)

80F1 (u)

9

May 13, 2026

FitzHugh-Nagumo (FHN)

85.7F1 (u)

9

May 13, 2026

Burgers' Equation PDE (Noise Levels: 0%, 1%, 10% (large))

0.754RMSE (0% Noise)

8

Feb 26, 2026

Advection Equation Noise Levels: 0%, 1%, 20% (large) PDE

0.26RMSE (0% Noise)

8

Feb 26, 2026

Lorenz 96 Noise Levels: 0%, 1%, 10% (large) ODE

1Mp

8

Feb 26, 2026

Van der Pol Oscillator Noise Levels: 0%, 1%, 5% (large) ODE

0.214Mp Error Metric

8

Feb 26, 2026

Convection-Diffusion Equation 0.1% noise

0MSE (True Data)

7

Apr 14, 2026

Reaction-diffusion

16Complexity (C)

6

Mar 11, 2026

7Complexity

4

Mar 11, 2026

Poisson Equation Noise Levels: 0%, 0.1%, 5% (large) PDE

1Mp

4

Feb 26, 2026

Heat Equation PDE Noise Levels: 0%, 0.1%, 15% (large)

1Mp

4

Feb 26, 2026

Burgers' with Source Noise Levels: 0%, 0.1%, 20% (large) PDE

10.5RMSE (0% Noise)

4

Feb 26, 2026

Johns Hopkins Turbulence Database channel flow (Appendix A Table 5)

1Equation Discovery Score

3

Mar 11, 2026

Reaction-diffusion 8

0.008Prediction Error

3

Mar 11, 2026

DiffEq Noisy (test)

45Symbolic Accuracy

3

Feb 26, 2026

DiffEq Clean (test)

75SA (%)

3

Feb 26, 2026

Convection-Diffusion Equation 1.0% noise

3.06MSE (on True)

2

Mar 25, 2026

Convection-Diffusion Equation 0.5% noise

1.43MSE (on True)

2

Mar 25, 2026

Convection-Diffusion Equation 0.0% noise

5.38MSE (True)

2

Mar 25, 2026

5.1Prediction Error (%)

2

Mar 11, 2026

Convection-Diffusion Equation 10.0% noise

0.014MSE (on True Values)

1

Mar 25, 2026