Offline Black-Box Optimization on LLM-DM
100Normalized Median ScoreD(best)
Evaluation results
| Method | Links | |
|---|---|---|
| D(best)Candidates (K)=128, Random seeds=82026.05 | 100 | |
| SPADECandidates (K)=128, Random seeds=82026.05 | 99.4 | |
| RGDCandidates (K)=128, Random seeds=82026.05 | 95.4 | |
| BDICandidates (K)=128, Random seeds=82026.05 | 91.2 | |
| DEMOCandidates (K)=128, Random seeds=82026.05 | 90.6 | |
| Standard GACandidates (K)=128, Random seeds=82026.05 | 90.5 | |
| ROOTCandidates (K)=128, Random seeds=82026.05 | 90.5 | |
| MINsCandidates (K)=128, Random seeds=82026.05 | 90.3 | |
| LTRCandidates (K)=128, Random seeds=82026.05 | 90.1 | |
| GTGCandidates (K)=128, Random seeds=82026.05 | 89.5 | |
| BO-qEICandidates (K)=128, Random seeds=82026.05 | 89.2 | |
| DDOMCandidates (K)=128, Random seeds=82026.05 | 88.6 | |
| RoMACandidates (K)=128, Random seeds=82026.05 | 87.8 | |
| BONETCandidates (K)=128, Random seeds=82026.05 | 87 | |
| CbASCandidates (K)=128, Random seeds=82026.05 | 86.4 | |
| MATCH-OPTCandidates (K)=128, Random seeds=82026.05 | 85 | |
| GA on GPCandidates (K)=128, Random seeds=82026.05 | 83.4 | |
| GABOCandidates (K)=128, Random seeds=82026.05 | 83.2 | |
| ICTCandidates (K)=128, Random seeds=82026.05 | 83 | |
| CMA-ESCandidates (K)=128, Random seeds=82026.05 | 81.2 | |
| COMsCandidates (K)=128, Random seeds=82026.05 | 80.1 | |
| MC-DropoutCandidates (K)=128, Random seeds=82026.05 | 77.6 | |
| Tri-mentoringCandidates (K)=128, Random seeds=82026.05 | 74 | |
| PGSCandidates (K)=128, Random seeds=82026.05 | 58 | |
| REINFORCECandidates (K)=128, Random seeds=82026.05 | 20.5 |