Model-Based Optimization on Design-Bench benchmark leaderboard · SOTA2 Research

Model-Based Optimization on Design-Bench

30.8LogPCOM

Evaluation Results

Method	Links
COM2024.02		30.8	-3,099	0.439	1.43	6.65	0.5	0.9	0.72	5.5
GABO2024.02		21.3	-2.6	0.57	3.6	7.51	0.67	0.71	0.6	3.8
BONET2024.02		10.8	-26.1	0.282	1.43	9.12	0.54	0.78	—	5.7
Anneal2024.02		8.76	-9.6	0.807	1.43	5.01	-1.95	0.55	0.91	6.8
ROMA2024.02		6.37	-32.7	0.433	3.37	6.66	0.5	0.35	-0.7	9.4
CMA-ES2024.02		5.04	-8.6	0.438	1.43	6.39	-1.95	0.31	-25	10.6
L-BFGS2024.02		3.82	-29.6	0.527	3.51	6.48	-1.95	0.31	0.73	8.5
BDI2024.02		-0.2	-1,050	0.311	3.26	5.61	0.48	0.67	-24.8	10.8
DDOM2024.02		-4.23	-6,677	0.46	3.74	5.56	0.63	0.51	-0.32	11.1
Grad.2024.02		-5.37	-245.1	0.429	3.18	6.82	-1.95	0.57	0.86	9
BootGen2024.02		-13	—	0.942	1.43	8.3	0.65	—	—	6.2
ExPT2024.02		-15.9	-57.2	0.571	3.26	6.77	0.59	0.66	-34.6	9.1
ROMO2024.02		-20.5	-2,614	0.382	3.55	5.73	-1.95	0.64	-0.71	9.6
TURBO2024.02		-45.1	-21	0.564	1.43	6.53	0.65	0.44	0.05	9
BO2024.02		-52.5	-11	0.586	3.64	5.65	0.59	0.61	0.16	8.8
GAGA2024.02		-68.6	-2.9	0.571	3.55	5.89	0.6	0.89	0.01	7.4