Offline Black-Box Optimization on TF10
0.748Normalized Median ScoreSPADE
Evaluation Results
| Method | Links | |
|---|---|---|
| SPADECandidates (K)=128, Random seeds=82026.05 | 0.748 | |
| ICTCandidates (K)=128, Random seeds=82026.05 | 0.541 | |
| Standard GACandidates (K)=128, Random seeds=82026.05 | 0.539 | |
| Tri-mentoringCandidates (K)=128, Random seeds=82026.05 | 0.527 | |
| DEMOCandidates (K)=128, Random seeds=82026.05 | 0.522 | |
| MC-DropoutCandidates (K)=128, Random seeds=82026.05 | 0.514 | |
| RoMACandidates (K)=128, Random seeds=82026.05 | 0.512 | |
| D(best)Candidates (K)=128, Random seeds=82026.05 | 0.511 | |
| MATCH-OPTCandidates (K)=128, Random seeds=82026.05 | 0.497 | |
| BONETCandidates (K)=128, Random seeds=82026.05 | 0.496 | |
| RGDCandidates (K)=128, Random seeds=82026.05 | 0.492 | |
| GA on GPCandidates (K)=128, Random seeds=82026.05 | 0.485 | |
| CMA-ESCandidates (K)=128, Random seeds=82026.05 | 0.484 | |
| LTRCandidates (K)=128, Random seeds=82026.05 | 0.477 | |
| BDICandidates (K)=128, Random seeds=82026.05 | 0.476 | |
| REINFORCECandidates (K)=128, Random seeds=82026.05 | 0.475 | |
| ROOTCandidates (K)=128, Random seeds=82026.05 | 0.473 | |
| MINsCandidates (K)=128, Random seeds=82026.05 | 0.468 | |
| BO-qEICandidates (K)=128, Random seeds=82026.05 | 0.467 | |
| COMsCandidates (K)=128, Random seeds=82026.05 | 0.467 | |
| DDOMCandidates (K)=128, Random seeds=82026.05 | 0.464 | |
| CbASCandidates (K)=128, Random seeds=82026.05 | 0.463 | |
| GABOCandidates (K)=128, Random seeds=82026.05 | 0.457 | |
| GTGCandidates (K)=128, Random seeds=82026.05 | 0.452 | |
| PGSCandidates (K)=128, Random seeds=82026.05 | 0.443 |