Surrogate Modeling on Rastrigin 5D
0.95Normalized RMSEMAST
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MASTConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 0.95 | 1.35 | |
| MASTConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 0.98 | 1.3 | |
| MISOConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 0.99 | 1.21 | |
| MISOConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 0.99 | 1.15 | |
| BoTorchConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 1 | 1.04 | |
| BoTorchConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 1.01 | 1.09 | |
| Recur.Configuration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 1.01 | 0.99 | |
| Recur.Configuration=three-fidelity, Normalization=HF-only baseline2026.02 | 1.02 | 0.97 | |
| Reif.Configuration=three-fidelity, Normalization=HF-only baseline2026.02 | 1.03 | 1.17 | |
| Reif.Configuration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 1.03 | 1.04 | |
| MF-DGPConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 1.9 | 0.8 | |
| NARGPConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 2.03 | 0.77 | |
| MF-DGPConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 2.49 | 0.64 | |
| AR1Configuration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 2.56 | 0.99 | |
| NARGPConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 2.61 | 0.6 | |
| AR1Configuration=three-fidelity, Normalization=HF-only baseline2026.02 | 3.85 | 0.68 |