High-Dimensional Bayesian Optimization on Mopta08 d = 124
1RankMSR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MSR2025.02 | 1 | — | |
| Kernel DiscoveryMethod Category=Ours2026.05 | 1.2 | 216.81 | |
| DSP2025.02 | 2 | — | |
| MLE (scaled)2025.02 | 3 | — | |
| MLE (ℓ = ln 2)2025.02 | 4 | — | |
| Compositional SearchMethod Category=Search-based2026.05 | 4.4 | 218.76 | |
| Bounce2025.02 | 5 | — | |
| BOCKMethod Category=Base Kernels2026.05 | 6.1 | 225.36 | |
| Greedy SearchMethod Category=Search-based2026.05 | 6.1 | 225.36 | |
| RBFMethod Category=Base Kernels2026.05 | 6.6 | 217.75 | |
| RQMethod Category=Base Kernels2026.05 | 6.6 | 217.53 | |
| Matérn52Method Category=Base Kernels2026.05 | 6.8 | 215.77 | |
| TROptMethod Category=LLM-based2026.05 | 7.8 | 234.23 | |
| SLMethod Category=Base Kernels2026.05 | 8.2 | 246.78 | |
| CAKEMethod Category=Search-based2026.05 | 9.8 | 231.4 | |
| TRParetoMethod Category=LLM-based2026.05 | 10 | 253.45 | |
| TREvolMethod Category=LLM-based2026.05 | 11.6 | 236.41 | |
| ARMMethod Category=LLM-based2026.05 | 12 | 238.17 | |
| LMABOMethod Category=LLM-based2026.05 | 12.6 | 240.7 | |
| LinearMethod Category=Base Kernels2026.05 | 13 | 274.67 | |
| PeriodicMethod Category=Base Kernels2026.05 | 15 | 309.1 | |
| ATRBOMethod Category=LLM-based2026.05 | 15.2 | 267.65 |