Coefficient Learning on Feynman Symbolic Regression 5x extrapolation
0MSEThe Neural Compiler
Evaluation Results
| Method | Links | |
|---|---|---|
| The Neural CompilerEquation=Sound sqrt(gamma P / rho), #P=22026.05 | 0 | |
| Hand-codedEquation=Sound sqrt(gamma P / rho), #P=22026.05 | 0 | |
| The Neural CompilerEquation=Gaussian N(mu, sigma), #P=22026.05 | 0 | |
| Hand-codedEquation=Gaussian N(mu, sigma), #P=22026.05 | 0 | |
| The Neural CompilerEquation=Pendulum k sqrt(L/g), #P=12026.05 | 0 | |
| Hand-codedEquation=Pendulum k sqrt(L/g), #P=12026.05 | 0 | |
| The Neural CompilerEquation=Barometric, #P=32026.05 | 0 | |
| Hand-codedEquation=Barometric, #P=32026.05 | 0 | |
| The Neural CompilerEquation=Planck E = hf, #P=12026.05 | 0 | |
| Hand-codedEquation=Planck E = hf, #P=12026.05 | 0 | |
| The Neural CompilerEquation=Gravity Gm1m2/r^2, #P=12026.05 | 0 | |
| Hand-codedEquation=Gravity Gm1m2/r^2, #P=12026.05 | 0 | |
| The Neural CompilerEquation=Ideal gas nRT, #P=12026.05 | 0 | |
| Hand-codedEquation=Ideal gas nRT, #P=12026.05 | 0 | |
| The Neural CompilerEquation=Heat mc delta T, #P=12026.05 | 0 | |
| Hand-codedEquation=Heat mc delta T, #P=12026.05 | 0 | |
| The Neural CompilerEquation=Hooke F = -kx, #P=12026.05 | 0 | |
| Hand-codedEquation=Hooke F = -kx, #P=12026.05 | 0 | |
| The Neural CompilerEquation=Rel. energy, #P=22026.05 | 0.0001 | |
| Hand-codedEquation=Rel. energy, #P=22026.05 | 0.0001 | |
| The Neural CompilerEquation=E-field epsilon E^2 V / 2, #P=22026.05 | 0.0001 | |
| Hand-codedEquation=E-field epsilon E^2 V / 2, #P=22026.05 | 0.0001 | |
| The Neural CompilerEquation=Kinetic 1/2 mv^2, #P=12026.05 | 0.0004 | |
| Hand-codedEquation=Kinetic 1/2 mv^2, #P=12026.05 | 0.0004 | |
| The Neural CompilerEquation=Coulomb ke q1 q2 / r^2, #P=12026.05 | 0.01 | |
| Hand-codedEquation=Coulomb ke q1 q2 / r^2, #P=12026.05 | 0.01 | |
| The Neural CompilerEquation=Lorentz, #P=12026.05 | 0.016 | |
| Hand-codedEquation=Lorentz, #P=12026.05 | 0.016 | |
| MLPEquation=Lorentz2026.05 | 0.016 | |
| MLPEquation=Coulomb ke q1 q2 / r^22026.05 | 0.18 | |
| MLPEquation=Oscillator2026.05 | 0.43 | |
| The Neural CompilerEquation=Oscillator, #P=32026.05 | 0.58 | |
| Hand-codedEquation=Oscillator, #P=32026.05 | 0.58 | |
| MLPEquation=Sound sqrt(gamma P / rho)2026.05 | 230 | |
| MLPEquation=Pendulum k sqrt(L/g)2026.05 | 290 | |
| MLPEquation=Rel. energy2026.05 | 510 | |
| MLPEquation=Gaussian N(mu, sigma)2026.05 | 870 | |
| MLPEquation=Hooke F = -kx2026.05 | 890 | |
| MLPEquation=Heat mc delta T2026.05 | 930 | |
| MLPEquation=Planck E = hf2026.05 | 3,000 | |
| MLPEquation=Ideal gas nRT2026.05 | 3,500 | |
| MLPEquation=E-field epsilon E^2 V / 22026.05 | 4,700 | |
| MLPEquation=Kinetic 1/2 mv^22026.05 | 6,600 | |
| MLPEquation=Barometric2026.05 | 17,000 | |
| MLPEquation=Gravity Gm1m2/r^22026.05 | 22,000 |