Surrogate Modeling on Ackley 4D
0.64Normalized RMSEMAST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MASTConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 0.64 | 1.89 | |
| MASTConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 0.66 | 1.72 | |
| NARGPConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 0.88 | 1.34 | |
| MISOConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 0.92 | 1.18 | |
| MISOConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 0.97 | 1.22 | |
| Reif.Configuration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 0.98 | 1.14 | |
| Recur.Configuration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 0.99 | 0.91 | |
| BoTorchConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 1.01 | 0.94 | |
| Recur.Configuration=three-fidelity, Normalization=HF-only baseline2026.02 | 1.02 | 0.79 | |
| BoTorchConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 1.02 | 1.01 | |
| Reif.Configuration=three-fidelity, Normalization=HF-only baseline2026.02 | 1.08 | 1.18 | |
| NARGPConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 1.08 | 1.13 | |
| MF-DGPConfiguration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 1.23 | 0.93 | |
| AR1Configuration=Two-fidelity, Normalization=Relative to HF-only baseline2026.02 | 1.25 | 1.35 | |
| MF-DGPConfiguration=three-fidelity, Normalization=HF-only baseline2026.02 | 1.26 | 0.9 | |
| AR1Configuration=three-fidelity, Normalization=HF-only baseline2026.02 | 1.54 | 1.15 |