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ResearchFormerly WizWand

Multi-objective optimization on DTLZ7 (MSE, IGD+, HV)

0MSEGPR(Matérn)+DR
-0.583.3357.2511.165Nov 9, 2025
Updated 6mo ago

Evaluation results

MethodLinks
GPR(Matérn)+DRStrategy=dual-ranking (DR), Kernel=Matérn, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.1100.00421.11
TGPR-MOStrategy=baseline2025.1100.02551.11
IBEA-MSStrategy=baseline2025.110.0571.911.11
GPR(RBF)+DRStrategy=dual-ranking (DR), Kernel=RBF, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.110.1130.131.1
Prob-MOEA/DStrategy=baseline2025.110.7870.9121.07
Prob-RVEAStrategy=baseline2025.111.440.9071.03
BNN+DRStrategy=dual-ranking (DR), Surrogate Model=BNN, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.111.850.1661.1
QR+DRStrategy=dual-ranking (DR), Surrogate Model=QR, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.113.560.081.1
DDMOEA/GANStrategy=baseline2025.1114.50.2781.09