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ResearchFormerly WizWand

Coefficient Learning on Feynman Symbolic Regression 5x extrapolation

0MSEThe Neural Compiler
-8805,06011,00016,940May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
The Neural CompilerEquation=Sound sqrt(gamma P / rho), #P=22026.050
Hand-codedEquation=Sound sqrt(gamma P / rho), #P=22026.050
The Neural CompilerEquation=Gaussian N(mu, sigma), #P=22026.050
Hand-codedEquation=Gaussian N(mu, sigma), #P=22026.050
The Neural CompilerEquation=Pendulum k sqrt(L/g), #P=12026.050
Hand-codedEquation=Pendulum k sqrt(L/g), #P=12026.050
The Neural CompilerEquation=Barometric, #P=32026.050
Hand-codedEquation=Barometric, #P=32026.050
The Neural CompilerEquation=Planck E = hf, #P=12026.050
Hand-codedEquation=Planck E = hf, #P=12026.050
The Neural CompilerEquation=Gravity Gm1m2/r^2, #P=12026.050
Hand-codedEquation=Gravity Gm1m2/r^2, #P=12026.050
The Neural CompilerEquation=Ideal gas nRT, #P=12026.050
Hand-codedEquation=Ideal gas nRT, #P=12026.050
The Neural CompilerEquation=Heat mc delta T, #P=12026.050
Hand-codedEquation=Heat mc delta T, #P=12026.050
The Neural CompilerEquation=Hooke F = -kx, #P=12026.050
Hand-codedEquation=Hooke F = -kx, #P=12026.050
The Neural CompilerEquation=Rel. energy, #P=22026.050.0001
Hand-codedEquation=Rel. energy, #P=22026.050.0001
The Neural CompilerEquation=E-field epsilon E^2 V / 2, #P=22026.050.0001
Hand-codedEquation=E-field epsilon E^2 V / 2, #P=22026.050.0001
The Neural CompilerEquation=Kinetic 1/2 mv^2, #P=12026.050.0004
Hand-codedEquation=Kinetic 1/2 mv^2, #P=12026.050.0004
The Neural CompilerEquation=Coulomb ke q1 q2 / r^2, #P=12026.050.01
Hand-codedEquation=Coulomb ke q1 q2 / r^2, #P=12026.050.01
The Neural CompilerEquation=Lorentz, #P=12026.050.016
Hand-codedEquation=Lorentz, #P=12026.050.016
MLPEquation=Lorentz2026.050.016
MLPEquation=Coulomb ke q1 q2 / r^22026.050.18
MLPEquation=Oscillator2026.050.43
The Neural CompilerEquation=Oscillator, #P=32026.050.58
Hand-codedEquation=Oscillator, #P=32026.050.58
MLPEquation=Sound sqrt(gamma P / rho)2026.05230
MLPEquation=Pendulum k sqrt(L/g)2026.05290
MLPEquation=Rel. energy2026.05510
MLPEquation=Gaussian N(mu, sigma)2026.05870
MLPEquation=Hooke F = -kx2026.05890
MLPEquation=Heat mc delta T2026.05930
MLPEquation=Planck E = hf2026.053,000
MLPEquation=Ideal gas nRT2026.053,500
MLPEquation=E-field epsilon E^2 V / 22026.054,700
MLPEquation=Kinetic 1/2 mv^22026.056,600
MLPEquation=Barometric2026.0517,000
MLPEquation=Gravity Gm1m2/r^22026.0522,000