High-dimensional Bayesian Optimization on Rover D=100
4.353Objective ValueKernel Discovery
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Kernel DiscoveryMethod Category=Ours2026.05 | 4.353 | 1.2 | |
| TROptMethod Category=LLM-based2026.05 | 4.114 | 7.8 | |
| SLMethod Category=Base Kernels2026.05 | 4.096 | 8.2 | |
| ARMMethod Category=LLM-based2026.05 | 3.981 | 12 | |
| LMABOMethod Category=LLM-based2026.05 | 3.953 | 12.6 | |
| LinearMethod Category=Base Kernels2026.05 | 3.95 | 13 | |
| TRParetoMethod Category=LLM-based2026.05 | 3.872 | 10 | |
| Compositional SearchMethod Category=Search-based2026.05 | 3.869 | 4.4 | |
| RQMethod Category=Base Kernels2026.05 | 3.858 | 6.6 | |
| BOCKMethod Category=Base Kernels2026.05 | 3.725 | 6.1 | |
| PeriodicMethod Category=Base Kernels2026.05 | 3.664 | 15 | |
| Greedy SearchMethod Category=Search-based2026.05 | 3.606 | 6.1 | |
| RBFMethod Category=Base Kernels2026.05 | 3.552 | 6.6 | |
| Matérn52Method Category=Base Kernels2026.05 | 3.453 | 6.8 | |
| CAKEMethod Category=Search-based2026.05 | 3.412 | 9.8 | |
| TREvolMethod Category=LLM-based2026.05 | 3.398 | 11.6 | |
| ATRBOMethod Category=LLM-based2026.05 | 3.054 | 15.2 |