Bayesian Optimization on 50 Optimization Problems (COCO, BoTorch, Bayesmark Aggregated)
7.02Mean RPPosSTD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PosSTDMethod category=Static Acquisition Functions2026.02 | 7.02 | — | 0 | 34.78 | 338 | 0 | 0.48 | |
| PESMethod category=Static Acquisition Functions2026.02 | 2.93 | — | 0 | 31.92 | 1,038 | 0 | 0.38 | |
| MESMethod category=Static Acquisition Functions2026.02 | 2.8 | — | 0 | 20.54 | 137 | 0 | 0.4 | |
| LLMPMethod category=LLM-based Methods2026.02 | 2.78 | — | 0 | 31.3 | 138 | 0 | 0.33 | |
| LLAMBOMethod category=LLM-based Methods2026.02 | 2.67 | — | 0.0002 | 23.74 | 138 | 0 | 0.43 | |
| TSMethod category=Static Acquisition Functions2026.02 | 2.07 | — | 0 | 25.46 | 137 | 0 | 0.35 | |
| TwoPhases-TS-EIMethod category=Simple Meta-strategies2026.02 | 1.86 | — | 0 | 24.06 | 235 | 0 | 0.37 | |
| UCBMethod category=Static Acquisition Functions2026.02 | 1.75 | — | 0 | 23.94 | 137 | 0 | 0.37 | |
| KGMethod category=Static Acquisition Functions2026.02 | 1.66 | — | 0 | 23.96 | 436 | 0 | 0.4 | |
| JESMethod category=Static Acquisition Functions2026.02 | 1.62 | — | 0 | 24.64 | 136 | 0 | 0.39 | |
| Alt-EI-TS-3Method category=Simple Meta-strategies2026.02 | 1.62 | — | 0 | 21.5 | 233 | 0 | 0.38 | |
| ESPMethod category=Adaptive Portfolio Methods2026.02 | 1.62 | — | 0 | 22.98 | 138 | 0 | 0.42 | |
| Alt-EI-TS-5Method category=Simple Meta-strategies2026.02 | 1.58 | — | 0 | 21.16 | 335 | 0 | 0.39 | |
| SETUP-BOMethod category=Adaptive Portfolio Methods2026.02 | 1.56 | — | 0 | 19.06 | 137 | 0 | 0.42 | |
| PIMethod category=Static Acquisition Functions2026.02 | 1.53 | — | 0.0037 | 15.8 | 136 | 0.0002 | 0.45 | |
| No-PASt-BOMethod category=Adaptive Portfolio Methods2026.02 | 1.53 | — | 0 | 19.08 | 137 | 0 | 0.37 | |
| Alt-EI-TS-1Method category=Simple Meta-strategies2026.02 | 1.5 | — | 0 | 18.72 | 435 | 0 | 0.4 | |
| Random (EI, TS, UCB, PosMean)Method category=Simple Meta-strategies, Portfolio selection=EI, TS, UCB, PosMean2026.02 | 1.45 | — | 0 | 17.62 | 134 | 0 | 0.42 | |
| GP-HedgeMethod category=Adaptive Portfolio Methods2026.02 | 1.45 | — | 0 | 16.96 | 134 | 0 | 0.42 | |
| Random (Full portfolio)Method category=Simple Meta-strategies2026.02 | 1.43 | — | 0 | 17.36 | 231 | 0 | 0.41 | |
| PosMeanMethod category=Static Acquisition Functions2026.02 | 1.42 | — | 0.0105 | 14.7 | 137 | 0.0005 | 0.45 | |
| Random (EI, LogEI, TS)Method category=Simple Meta-strategies, Portfolio selection=EI, LogEI, TS2026.02 | 1.42 | — | 0 | 15.62 | 133 | 0 | 0.4 | |
| LogPIMethod category=Static Acquisition Functions2026.02 | 1.4 | — | 0.0074 | 14.52 | 137 | 0.0004 | 0.47 | |
| LogEIMethod category=Static Acquisition Functions2026.02 | 1.36 | — | 0 | 13.92 | 135 | 0 | 0.42 | |
| EIMethod category=Static Acquisition Functions2026.02 | 1.34 | — | 0.0003 | 13.08 | 134 | 0 | 0.44 | |
| LMABOMethod category=Proposed Method2026.02 | 1.21 | — | — | 5.62 | 119 | — | 0.37 |