Melt cushion volume prediction on MaRoReS Benchmark 5
0.725R^2Proposed
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProposedCategory=Physics-Incorporated, Stage=f_refine2026.06 | 0.725 | 0.347 | |
| ProposedCategory=Physics-Incorporated, Stage=f_init2026.06 | 0.612 | 0.498 | |
| RFCategory=Traditional Regression2026.06 | 0.605 | 0.515 | |
| PG-MLPCategory=Physics-Incorporated, Stage=f_refine2026.06 | 0.579 | 0.534 | |
| PhysicsCategory=Physics-only, Stage=f_refine2026.06 | 0.515 | 0.693 | |
| KDCategory=Traditional Neural Network2026.06 | 0.515 | 0.579 | |
| PG-MLPCategory=Physics-Incorporated, Stage=f_init2026.06 | 0.478 | 0.611 | |
| MLPCategory=Traditional Neural Network2026.06 | 0.425 | 0.653 | |
| XGBoostCategory=Traditional Regression2026.06 | 0.396 | 0.675 | |
| PhysicsCategory=Physics-only, Stage=f_init2026.06 | 0.393 | 1.257 |