Multi-objective optimization on DTLZ7 (MSE, IGD+, HV)
0MSEGPR(Matérn)+DR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GPR(Matérn)+DRStrategy=dual-ranking (DR), Kernel=Matérn, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.11 | 0 | 0.0042 | 1.11 | |
| TGPR-MOStrategy=baseline2025.11 | 0 | 0.0255 | 1.11 | |
| IBEA-MSStrategy=baseline2025.11 | 0.057 | 1.91 | 1.11 | |
| GPR(RBF)+DRStrategy=dual-ranking (DR), Kernel=RBF, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.11 | 0.113 | 0.13 | 1.1 | |
| Prob-MOEA/DStrategy=baseline2025.11 | 0.787 | 0.912 | 1.07 | |
| Prob-RVEAStrategy=baseline2025.11 | 1.44 | 0.907 | 1.03 | |
| BNN+DRStrategy=dual-ranking (DR), Surrogate Model=BNN, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.11 | 1.85 | 0.166 | 1.1 | |
| QR+DRStrategy=dual-ranking (DR), Surrogate Model=QR, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.11 | 3.56 | 0.08 | 1.1 | |
| DDMOEA/GANStrategy=baseline2025.11 | 14.5 | 0.278 | 1.09 |