Bayesian Optimization on 50 Optimization Problems (COCO, BoTorch, Bayesmark Aggregated) benchmark leaderboard · SOTA2 Research

Bayesian Optimization on 50 Optimization Problems (COCO, BoTorch, Bayesmark Aggregated)

7.02Mean RPPosSTD

Evaluation Results

Method	Links
PosSTD2026.02		7.02	—	0	34.78	338	0	0.48
PES2026.02		2.93	—	0	31.92	1,038	0	0.38
MES2026.02		2.8	—	0	20.54	137	0	0.4
LLMP2026.02		2.78	—	0	31.3	138	0	0.33
LLAMBO2026.02		2.67	—	0.0002	23.74	138	0	0.43
TS2026.02		2.07	—	0	25.46	137	0	0.35
TwoPhases-TS-EI2026.02		1.86	—	0	24.06	235	0	0.37
UCB2026.02		1.75	—	0	23.94	137	0	0.37
KG2026.02		1.66	—	0	23.96	436	0	0.4
JES2026.02		1.62	—	0	24.64	136	0	0.39
Alt-EI-TS-32026.02		1.62	—	0	21.5	233	0	0.38
ESP2026.02		1.62	—	0	22.98	138	0	0.42
Alt-EI-TS-52026.02		1.58	—	0	21.16	335	0	0.39
SETUP-BO2026.02		1.56	—	0	19.06	137	0	0.42
PI2026.02		1.53	—	0.0037	15.8	136	0.0002	0.45
No-PASt-BO2026.02		1.53	—	0	19.08	137	0	0.37
Alt-EI-TS-12026.02		1.5	—	0	18.72	435	0	0.4
Random (EI, TS, UCB, PosMean)2026.02		1.45	—	0	17.62	134	0	0.42
GP-Hedge2026.02		1.45	—	0	16.96	134	0	0.42
Random (Full portfolio)2026.02		1.43	—	0	17.36	231	0	0.41
PosMean2026.02		1.42	—	0.0105	14.7	137	0.0005	0.45
Random (EI, LogEI, TS)2026.02		1.42	—	0	15.62	133	0	0.4
LogPI2026.02		1.4	—	0.0074	14.52	137	0.0004	0.47
LogEI2026.02		1.36	—	0	13.92	135	0	0.42
EI2026.02		1.34	—	0.0003	13.08	134	0	0.44
LMABO2026.02		1.21	—	—	5.62	119	—	0.37