PINN Regression on Poisson manufactured solution uniform 101x101 grid over [-1, 1]^2 (full grid)
136PDE MSESN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SNNumber of parameters=≈1200, Epochs=5000, Seeds=5, Spline type=PCHIP2025.12 | 136 | 0.0785 | 0.0655 | |
| SNNumber of parameters=≈3000, Epochs=20000, Seeds=1, Spline type=PCHIP2025.12 | 138 | 0.0476 | 0.105 | |
| KANNumber of parameters=≈1200, Epochs=5000, Seeds=5, Spline type=PCHIP2025.12 | 2,410 | 0.0002 | 0.17 | |
| KANNumber of parameters=≈3000, Epochs=20000, Seeds=1, Spline type=PCHIP2025.12 | 10,900 | 0.0008 | 0.132 |