Solving PDEs on Burgers' Equation (test)
0.0016Max Relative L2 ErrorDCGD (Center)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DCGD (Center)Optimizer=DCGD (Center)2024.09 | 0.0016 | 0.0006 | — | — | — | — | |
| DCGD (Center) + LRAOptimizer=DCGD (Center) + LRA2024.09 | 0.015 | 0.0056 | — | — | — | — | |
| DCGD (Center) + NTKOptimizer=DCGD (Center) + NTK2024.09 | 0.0175 | 0.0065 | — | — | — | — | |
| PCGradOptimizer=PCGrad2024.09 | 0.0322 | 0.0091 | — | — | — | — | |
| NTKOptimizer=NTK2024.09 | 0.0358 | 0.0148 | — | — | — | — | |
| LRAOptimizer=LRA2024.09 | 0.0391 | 0.008 | — | — | — | — | |
| CAGradOptimizer=CAGrad2024.09 | 0.0485 | 0.0235 | — | — | — | — | |
| Aligned-MTLOptimizer=Aligned-MTL2024.09 | 0.064 | 0.0152 | — | — | — | — | |
| AdamOptimizer=Adam2024.09 | 0.1413 | 0.0413 | — | — | — | — | |
| MultiAdamOptimizer=MultiAdam2024.09 | 0.1506 | 0.0537 | — | — | — | — | |
| MGDAOptimizer=MGDA2024.09 | 1.0617 | 0.9037 | — | — | — | — | |
| MAD-NGMs=38112025.12 | — | — | 0 | 0 | 0 | 0 | |
| MAD-PINN2025.12 | — | — | 0.0003 | 0.0006 | 0.0006 | 0.0006 | |
| MAD-RSNGSs=6002025.12 | — | — | 0 | 0 | 0.0002 | 0.0002 | |
| MAD-RSNGSs=10002025.12 | — | — | 0 | 0 | 0.0002 | 0.0002 | |
| MAD-RSNGSs=15002025.12 | — | — | 0 | 0 | 0 | 0 | |
| MAD-RSNGSs=30002025.12 | — | — | 0 | 0 | 0 | 0 |