Displacement Prediction on Directed Energy Deposition (DED) Displacement Dataset (Extrapolation)
0.8911R^2 (u_x)FLARE
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FLARE2026.04 | 0.8911 | 0.8887 | 0.8556 | 9.289 | 9.217 | 9.544 | 0.9404 | 0.9403 | 0.8458 | 11.27 | 11.23 | 8.748 | |
| MLP Concatenate2026.04 | 0.8884 | 0.8857 | 0.8416 | 9.795 | 9.715 | 10.42 | 0.9256 | 0.9264 | 0.8275 | 13.27 | 13.16 | 9.614 | |
| DeepONet2026.04 | 0.8762 | 0.8656 | 0.8101 | 10.12 | 10.3 | 11.13 | 0.9321 | 0.9289 | 0.797 | 12.36 | 12.55 | 10.24 | |
| MLP FiLM2026.04 | 0.8476 | 0.8459 | 0.722 | 11.49 | 11.32 | 13.12 | 0.8788 | 0.8812 | 0.6576 | 16.67 | 16.44 | 13.09 | |
| Nearest Neighbor2026.04 | 0.7967 | 0.7902 | 0.6463 | 12.43 | 12.32 | 13.61 | 0.8498 | 0.8542 | 0.4831 | 16.28 | 15.98 | 14.27 | |
| LAMP2026.04 | 0.7467 | 0.7351 | 0.6413 | 14.25 | 14.26 | 14.99 | 0.8779 | 0.8773 | 0.6448 | 16.48 | 16.36 | 13.87 |