PDE Solving on PINNacle v1 (test)
0.0148Burgers 1D (C) ErrorNTK
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NTKMAdam optimization=true2026.06 | 0.0148 | 0.464 | 0.0056 | 0.941 | 0.718 | 0.2 | 0.0241 | 0.0871 | 0.998 | 0.176 | 0.28 | 0.999 | 0.0851 | 0.99 | 0.791 | 0.185 | 0.947 | 0.0047 | 0.392 | |
| NTKMAdam optimization=false2026.06 | 0.0184 | 0.275 | 0.0123 | 0.947 | 0.748 | 0.214 | 0.044 | 0.116 | 1 | 0.198 | 0.293 | 0.999 | 0.0979 | 2.16 | 1.04 | 0.216 | 0.964 | 0.0046 | 0.397 | |
| LRAMAdam optimization=true2026.06 | 0.0204 | 0.464 | 0.0262 | 0.0847 | 0.711 | 0.201 | 0.0393 | 0.108 | 0.999 | — | 0.301 | 1 | 0.125 | 1.01 | 0.996 | 0.124 | 0.952 | 0.0005 | 0.285 | |
| RARMAdam optimization=true2026.06 | 0.0243 | 0.521 | 0.69 | 0.512 | 0.651 | 0.963 | 0.0318 | 0.0184 | 0.999 | 0.0408 | 0.102 | 0.994 | 0.496 | 1.04 | 0.909 | 0.193 | 1.01 | 0.0032 | 0.381 | |
| LRAMAdam optimization=false2026.06 | 0.0261 | 0.26 | 0.117 | 0.102 | 0.794 | 0.212 | 0.0879 | 0.125 | 0.999 | — | 0.332 | 1 | 0.361 | 1.48 | 1.02 | 0.0937 | 0.957 | 0.0005 | 0.394 | |
| RARMAdam optimization=false2026.06 | 0.0332 | 0.345 | 0.699 | 0.576 | 0.644 | 0.966 | 0.0749 | 0.0272 | 0.999 | 0.469 | 0.334 | 1 | 0.539 | 1.15 | 1.35 | 0.0946 | 1.01 | 0.0036 | 0.357 |