High-dimensional Bayesian Optimization on SVM D=388
0.056Objective ValueKernel Discovery
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Kernel DiscoveryMethod Category=Ours2026.05 | 0.056 | 1.2 | |
| RBFMethod Category=Base Kernels2026.05 | 0.061 | 6.6 | |
| Matérn52Method Category=Base Kernels2026.05 | 0.063 | 6.8 | |
| Greedy SearchMethod Category=Search-based2026.05 | 0.066 | 6.1 | |
| Compositional SearchMethod Category=Search-based2026.05 | 0.067 | 4.4 | |
| BOCKMethod Category=Base Kernels2026.05 | 0.068 | 6.1 | |
| RQMethod Category=Base Kernels2026.05 | 0.069 | 6.6 | |
| TREvolMethod Category=LLM-based2026.05 | 0.079 | 11.6 | |
| TROptMethod Category=LLM-based2026.05 | 0.11 | 7.8 | |
| SLMethod Category=Base Kernels2026.05 | 0.112 | 8.2 | |
| CAKEMethod Category=Search-based2026.05 | 0.131 | 9.8 | |
| TRParetoMethod Category=LLM-based2026.05 | 0.185 | 10 | |
| ATRBOMethod Category=LLM-based2026.05 | 0.221 | 15.2 | |
| LinearMethod Category=Base Kernels2026.05 | 0.226 | 13 | |
| PeriodicMethod Category=Base Kernels2026.05 | 0.226 | 15 | |
| LMABOMethod Category=LLM-based2026.05 | 0.226 | 12.6 | |
| ARMMethod Category=LLM-based2026.05 | 0.228 | 12 |