Offline Black-Box Optimization on TF8
67.9Normalized Median ScoreSPADE
Evaluation Results
| Method | Links | |
|---|---|---|
| SPADECandidates (K)=128, Random seeds=82026.05 | 67.9 | |
| DEMOCandidates (K)=128, Random seeds=82026.05 | 61.7 | |
| Tri-mentoringCandidates (K)=128, Random seeds=82026.05 | 60.9 | |
| MATCH-OPTCandidates (K)=128, Random seeds=82026.05 | 60.8 | |
| ROOTCandidates (K)=128, Random seeds=82026.05 | 59.5 | |
| RGDCandidates (K)=128, Random seeds=82026.05 | 59 | |
| GA on GPCandidates (K)=128, Random seeds=82026.05 | 56.9 | |
| LTRCandidates (K)=128, Random seeds=82026.05 | 56.6 | |
| RoMACandidates (K)=128, Random seeds=82026.05 | 55.5 | |
| ICTCandidates (K)=128, Random seeds=82026.05 | 55.1 | |
| Standard GACandidates (K)=128, Random seeds=82026.05 | 53.9 | |
| CMA-ESCandidates (K)=128, Random seeds=82026.05 | 53.7 | |
| MC-DropoutCandidates (K)=128, Random seeds=82026.05 | 53.4 | |
| BONETCandidates (K)=128, Random seeds=82026.05 | 50.5 | |
| GABOCandidates (K)=128, Random seeds=82026.05 | 49.6 | |
| REINFORCECandidates (K)=128, Random seeds=82026.05 | 46.2 | |
| GTGCandidates (K)=128, Random seeds=82026.05 | 46 | |
| D(best)Candidates (K)=128, Random seeds=82026.05 | 43.9 | |
| BO-qEICandidates (K)=128, Random seeds=82026.05 | 43.9 | |
| COMsCandidates (K)=128, Random seeds=82026.05 | 43.9 | |
| BDICandidates (K)=128, Random seeds=82026.05 | 43.9 | |
| CbASCandidates (K)=128, Random seeds=82026.05 | 42.8 | |
| MINsCandidates (K)=128, Random seeds=82026.05 | 42.1 | |
| DDOMCandidates (K)=128, Random seeds=82026.05 | 40.1 | |
| PGSCandidates (K)=128, Random seeds=82026.05 | 37.5 |