Offline Multi-Objective Optimization on Off-MOO-Bench Sci-Design
1.8Average IGDoffline RankD(best)
Evaluation Results
| Method | Links | |
|---|---|---|
| D(best)Number of solutions=256, Percentile=50th2026.06 | 1.8 | |
| ParetoFlow2026.06 | 3.21 | |
| MOBO2026.06 | 4.95 | |
| Multiple ModelsExtension=COMs2026.06 | 6.1 | |
| Multi Head + GradNormNumber of solutions=256, Percentile=50th2026.06 | 6.2 | |
| ParetoFlowNumber of solutions=256, Percentile=50th2026.06 | 6.21 | |
| Multi HeadOptimization=PcGrad2026.06 | 6.25 | |
| Multiple ModelsExtension=IOM2026.06 | 6.45 | |
| MultipleModels + COMsNumber of solutions=256, Percentile=50th2026.06 | 6.72 | |
| End-to-EndOptimization=PcGrad2026.06 | 6.97 | |
| Multi HeadNumber of solutions=256, Percentile=50th2026.06 | 7.17 | |
| Multiple ModelsExtension=ICT2026.06 | 7.4 | |
| End-to-End + PcGradNumber of solutions=256, Percentile=50th2026.06 | 7.47 | |
| DOMOO2026.06 | 7.55 | |
| Multiple ModelsExtension=RoMA2026.06 | 7.97 | |
| MOBO-qParEGONumber of solutions=256, Percentile=50th2026.06 | 8 | |
| Multiple Models + RoMANumber of solutions=256, Percentile=50th2026.06 | 8.15 | |
| MOBOAcquisition Function=qParEGO2026.06 | 8.3 | |
| Multi Head + PcGradNumber of solutions=256, Percentile=50th2026.06 | 8.35 | |
| DOMOONumber of solutions=256, Percentile=50th2026.06 | 8.6 | |
| End-to-End2026.06 | 8.68 | |
| Multi HeadOptimization=GradNorm2026.06 | 8.95 | |
| End-to-EndNumber of solutions=256, Percentile=50th2026.06 | 8.97 | |
| End-to-EndOptimization=GradNorm2026.06 | 9.25 | |
| Multi Head2026.06 | 9.25 | |
| Multiple Models + ICTNumber of solutions=256, Percentile=50th2026.06 | 9.55 | |
| End-to-End + GradNormNumber of solutions=256, Percentile=50th2026.06 | 9.57 | |
| Multiple ModelsNumber of solutions=256, Percentile=50th2026.06 | 9.57 | |
| D(best)2026.06 | 9.62 | |
| Multiple Models + IOMNumber of solutions=256, Percentile=50th2026.06 | 9.78 | |
| MOBONumber of solutions=256, Percentile=50th2026.06 | 10.27 | |
| Multiple Models + Tri-MentoringNumber of solutions=256, Percentile=50th2026.06 | 10.3 | |
| Multiple Models2026.06 | 11.03 | |
| Multiple ModelsExtension=Tri-Mentoring2026.06 | 11.62 |