| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Viscous Burgers equation initial condition u(0, x) = -sin(πx) v=0.01/π (test) | SA-PINN | Rel L2 Error (Test)1.68 | 5 | 10h ago | |
| Viscous-regularized Buckley–Leverett (ε = 10−2) (test snapshots) | LC-PINN | Relative L2 Error1.03 | 3 | 10h ago | |
| 1D Schrödinger equation with parametric harmonic well (alpha in {0.5, 5.0, 10.0}) (test) | PI-DeepONet | Rel L2 Error (Mean)1.79 | 3 | 10h ago |