Offline Multi-Objective Optimization on Off-MOO-Bench MO-NAS
3.89Average IGDoffline RankEnd-to-End
Evaluation Results
| Method | Links | |
|---|---|---|
| End-to-End2026.06 | 3.89 | |
| Multi Head2026.06 | 4 | |
| End-to-EndNumber of solutions=256, Percentile=50th2026.06 | 4.64 | |
| Multiple Models2026.06 | 4.95 | |
| Multi HeadNumber of solutions=256, Percentile=50th2026.06 | 5.01 | |
| Multiple ModelsNumber of solutions=256, Percentile=50th2026.06 | 5.28 | |
| MOBONumber of solutions=256, Percentile=50th2026.06 | 6.26 | |
| End-to-EndOptimization=PcGrad2026.06 | 6.54 | |
| MultipleModels + COMsNumber of solutions=256, Percentile=50th2026.06 | 6.56 | |
| MOBO2026.06 | 6.58 | |
| Multiple ModelsExtension=COMs2026.06 | 6.9 | |
| End-to-End + PcGradNumber of solutions=256, Percentile=50th2026.06 | 6.99 | |
| Multiple Models + RoMANumber of solutions=256, Percentile=50th2026.06 | 7.12 | |
| DOMOO2026.06 | 7.14 | |
| Multiple ModelsExtension=RoMA2026.06 | 7.3 | |
| Multi Head + PcGradNumber of solutions=256, Percentile=50th2026.06 | 7.42 | |
| Multi HeadOptimization=PcGrad2026.06 | 7.53 | |
| Multiple ModelsExtension=IOM2026.06 | 7.68 | |
| Multiple Models + IOMNumber of solutions=256, Percentile=50th2026.06 | 7.85 | |
| DOMOONumber of solutions=256, Percentile=50th2026.06 | 8.7 | |
| Multiple Models + ICTNumber of solutions=256, Percentile=50th2026.06 | 8.8 | |
| Multiple ModelsExtension=ICT2026.06 | 9.11 | |
| ParetoFlowNumber of solutions=256, Percentile=50th2026.06 | 9.19 | |
| D(best)Number of solutions=256, Percentile=50th2026.06 | 9.31 | |
| Multiple ModelsExtension=Tri-Mentoring2026.06 | 9.52 | |
| ParetoFlow2026.06 | 9.6 | |
| Multiple Models + Tri-MentoringNumber of solutions=256, Percentile=50th2026.06 | 9.71 | |
| End-to-EndOptimization=GradNorm2026.06 | 10.93 | |
| MOBO-qParEGONumber of solutions=256, Percentile=50th2026.06 | 11.27 | |
| End-to-End + GradNormNumber of solutions=256, Percentile=50th2026.06 | 12.1 | |
| MOBOAcquisition Function=qParEGO2026.06 | 12.15 | |
| Multi Head + GradNormNumber of solutions=256, Percentile=50th2026.06 | 12.58 | |
| Multi HeadOptimization=GradNorm2026.06 | 12.68 | |
| D(best)2026.06 | 12.83 |