Multi-objective optimization on DTLZ5 (MSE, IGD+, HV)
0.0188MSEProb-MOEA/D
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Prob-MOEA/DStrategy=baseline2025.11 | 0.0188 | 0.124 | 1.06 | |
| GPR(Matérn)+DRStrategy=dual-ranking (DR), Kernel=Matérn, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.11 | 0.02 | 0.0668 | 1.08 | |
| Prob-RVEAStrategy=baseline2025.11 | 0.0226 | 0.0813 | 1.08 | |
| TGPR-MOStrategy=baseline2025.11 | 0.0343 | 0.0291 | 1.09 | |
| QR+DRStrategy=dual-ranking (DR), Surrogate Model=QR, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.11 | 0.0523 | 0.118 | 1.06 | |
| GPR(RBF)+DRStrategy=dual-ranking (DR), Kernel=RBF, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.11 | 0.0544 | 0.512 | 0.93 | |
| IBEA-MSStrategy=baseline2025.11 | 0.0738 | 0.0298 | 1.09 | |
| BNN+DRStrategy=dual-ranking (DR), Surrogate Model=BNN, Quantile level (τ)=0.9, Optimizer=NSGA-II2025.11 | 0.497 | 1.15 | 0.63 | |
| DDMOEA/GANStrategy=baseline2025.11 | 3.24 | 2.02 | 0.09 |