Regression on MSLA extrapolation (test)
0.826R^2Proposed
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProposedCategory=Proposed, Function phase=f_refine2026.06 | 0.826 | 2.505 | |
| ProposedCategory=Proposed, Function phase=f_init2026.06 | 0.824 | 2.516 | |
| PG-MLPCategory=Physics-Incorporated, Function phase=f_refine2026.06 | 0.807 | 2.679 | |
| KDCategory=Traditional Neural Network2026.06 | 0.804 | 2.693 | |
| PG-MLPCategory=Physics-Incorporated, Function phase=f_init2026.06 | 0.793 | 2.767 | |
| MLPCategory=Traditional Neural Network2026.06 | 0.781 | 2.834 | |
| RFCategory=Traditional Regression2026.06 | 0.762 | 2.936 | |
| XGBoostCategory=Traditional Regression2026.06 | 0.713 | 3.076 | |
| PhysicsCategory=Physics-only, Function phase=f_refine2026.06 | 0.708 | 3.251 | |
| PhysicsCategory=Physics-only, Function phase=f_init2026.06 | 0.622 | 3.697 |