PDE Solving on 1D Heat Eq. Data Aug. (test)
0.031Relative Test L2 ErrorDeepONet
Evaluation results
| Method | Links | |
|---|---|---|
| DeepONetTest transformations=none2026.02 | 0.031 | |
| DeepONet + TIEDTest transformations=SL(2, R) ⋉ H(1, R), Energy=Distance to training domain2026.02 | 0.052 | |
| DeepONet + LieLACTest transformations=SL(2, R) ⋉ H(1, R), Energy=Distance to training domain2026.02 | 0.078 | |
| DeepONetTest transformations=SL(2, R) ⋉ H(1, R)2026.02 | 0.081 | |
| DeepONet + Kinetic LangevinTest transformations=SL(2, R) ⋉ H(1, R), Energy=Distance to training domain2026.02 | 0.247 | |
| DeepONet + FoCalTest transformations=SL(2, R) ⋉ H(1, R), Energy=Distance to training domain2026.02 | 1 |