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

7.02Mean RP

PosSTD

Updated 3mo ago

Evaluation Results

Method	Links
PosSTD 2026.02		7.02	-	0	34.78	338	0	0.48
PES 2026.02		2.93	-	0	31.92	1,038	0	0.38
MES 2026.02		2.8	-	0	20.54	137	0	0.4
LLMP 2026.02		2.78	-	0	31.3	138	0	0.33
LLAMBO 2026.02		2.67	-	0.0002	23.74	138	0	0.43
TS 2026.02		2.07	-	0	25.46	137	0	0.35
TwoPhases-TS-EI 2026.02		1.86	-	0	24.06	235	0	0.37
UCB 2026.02		1.75	-	0	23.94	137	0	0.37
KG 2026.02		1.66	-	0	23.96	436	0	0.4
JES 2026.02		1.62	-	0	24.64	136	0	0.39
Alt-EI-TS-3 2026.02		1.62	-	0	21.5	233	0	0.38
ESP 2026.02		1.62	-	0	22.98	138	0	0.42
Alt-EI-TS-5 2026.02		1.58	-	0	21.16	335	0	0.39
SETUP-BO 2026.02		1.56	-	0	19.06	137	0	0.42
PI 2026.02		1.53	-	0.0037	15.8	136	0.0002	0.45
No-PASt-BO 2026.02		1.53	-	0	19.08	137	0	0.37
Alt-EI-TS-1 2026.02		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-Hedge 2026.02		1.45	-	0	16.96	134	0	0.42
Random (Full portfolio) 2026.02		1.43	-	0	17.36	231	0	0.41
PosMean 2026.02		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
LogPI 2026.02		1.4	-	0.0074	14.52	137	0.0004	0.47
LogEI 2026.02		1.36	-	0	13.92	135	0	0.42
EI 2026.02		1.34	-	0.0003	13.08	134	0	0.44
LMABO 2026.02		1.21	-	-	5.62	119	-	0.37