Offline Multi-Objective Optimization on Off-MOO-Bench
4.63Avg Rank (Overall)DOMOO
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DOMOO2026.06 | 4.63 | 3.89 | 6.65 | 6.83 | 3.26 | — | — | — | — | — | 3.6 | |
| MultipleModels-IOMMethod Category=Surrogate-based Forward Methods2026.06 | 6.25 | 7.12 | 6.06 | 5 | 5.8 | 29.73 | -4.03 | 19.71 | 11.12 | 12.1 | — | |
| DOMOO2026.06 | 6.27 | — | — | — | — | — | — | — | — | — | — | |
| Multiple ModelsConstraint Method=IOM2026.06 | 6.41 | 7.36 | 5.96 | 5.72 | 6.38 | — | — | — | — | — | 3.5 | |
| MultipleModels-VallinaMethod Category=Surrogate-based Forward Methods2026.06 | 6.62 | 3.81 | 9.28 | 11.67 | 5.4 | 32.26 | -11.21 | -13.2 | 10.35 | 8.27 | — | |
| Multiple ModelsExtension=IOM2026.06 | 6.63 | — | — | — | — | — | — | — | — | — | — | |
| Multiple Models2026.06 | 6.67 | 6.24 | 6.63 | 9.18 | 6.37 | — | — | — | — | — | 7.4 | |
| ParetoPilotMethod Category=Zero-Surrogate Generative Inverse Methods2026.06 | 6.81 | 9 | 3 | 5.67 | 9.27 | 25.23 | -1.79 | 20.28 | 7.45 | 10.46 | — | |
| End-to-End2026.06 | 6.81 | 7.46 | 6.09 | 8.25 | 6.77 | — | — | — | — | — | 4.1 | |
| Multi Head2026.06 | 6.83 | 6.88 | 6.03 | 9.55 | 6.28 | — | — | — | — | — | 10.2 | |
| MultipleModels-ICTMethod Category=Surrogate-based Forward Methods2026.06 | 6.9 | 6.62 | 8.06 | 8 | 5.6 | 29.49 | -9.51 | 15.53 | 11.52 | 10 | — | |
| MultiHead-VallinaMethod Category=Surrogate-based Forward Methods2026.06 | 6.96 | 3.69 | 10.56 | 14 | 4.73 | 29.97 | -12.07 | 4.95 | 10.96 | 8.56 | — | |
| PGD-MOOMethod Category=Surrogate-based Generative Inverse Methods2026.06 | 7.08 | 11.12 | 1.67 | 1 | 10.47 | 4.38 | 0.37 | 28.63 | 6.6 | 5.04 | — | |
| End-to-End2026.06 | 7.12 | — | — | — | — | — | — | — | — | — | — | |
| End2End-PcGradMethod Category=Surrogate-based Forward Methods2026.06 | 7.15 | 5.12 | 10.78 | 6.67 | 5.07 | 30.99 | -12.31 | 11.64 | 11.14 | 9.16 | — | |
| End2End-VallinaMethod Category=Surrogate-based Forward Methods2026.06 | 7.19 | 4.19 | 9.72 | 11.67 | 6.47 | 32.09 | -11.14 | -12.63 | 9.34 | 7.98 | — | |
| Multiple Models2026.06 | 7.2 | — | — | — | — | — | — | — | — | — | — | |
| Multi Head2026.06 | 7.24 | — | — | — | — | — | — | — | — | — | — | |
| MultipleModels-TriMentoringMethod Category=Surrogate-based Forward Methods2026.06 | 7.4 | 9 | 9.22 | 6.67 | 3.67 | 27.61 | -9.92 | 17.78 | 11.56 | 9.42 | — | |
| MOBO2026.06 | 7.41 | — | — | — | — | — | — | — | — | — | — | |
| End-to-EndMulti-Objective Strategy=PcGrad2026.06 | 7.5 | 6.85 | 7.23 | 7.17 | 8.22 | — | — | — | — | — | 10.7 | |
| MOBO2026.06 | 7.62 | 10.23 | 5.02 | 5.93 | 8.91 | — | — | — | — | — | — | |
| End-to-EndOptimization=PcGrad2026.06 | 7.71 | — | — | — | — | — | — | — | — | — | — | |
| Multi HeadOptimization=PcGrad2026.06 | 7.96 | — | — | — | — | — | — | — | — | — | — | |
| Multi HeadMulti-Objective Strategy=PcGrad2026.06 | 7.98 | 7.94 | 6.76 | 7.2 | 9.49 | — | — | — | — | — | 8.7 | |
| MultiHead-PcGradMethod Category=Surrogate-based Forward Methods2026.06 | 8.15 | 7.69 | 10.22 | 9.67 | 5.87 | 27.31 | -11.01 | 11.22 | 11.07 | 8.43 | — | |
| ParetoFlowMethod Category=Surrogate-based Generative Inverse Methods2026.06 | 8.15 | 11.06 | 5 | 10.67 | 8.33 | 27.58 | -3.3 | -3.03 | 8.95 | 9.75 | — | |
| ParetoFlow2026.06 | 8.2 | — | — | — | — | — | — | — | — | — | — | |
| Multiple ModelsConstraint Method=COMs2026.06 | 8.3 | 9.4 | 6.63 | 5.12 | 10.72 | — | — | — | — | — | 1.9 | |
| Multiple ModelsExtension=COMs2026.06 | 8.38 | — | — | — | — | — | — | — | — | — | — | |
| Multiple ModelsExtension=RoMA2026.06 | 8.4 | — | — | — | — | — | — | — | — | — | — | |
| Multiple ModelsConstraint Method=ICT2026.06 | 8.5 | 9.38 | 9.53 | 6.6 | 6.8 | — | — | — | — | — | 9.1 | |
| Multiple ModelsExtension=ICT2026.06 | 8.55 | — | — | — | — | — | — | — | — | — | — | |
| Multiple ModelsConstraint Method=RoMA2026.06 | 8.56 | 9.9 | 6.91 | 7.3 | 9.45 | — | — | — | — | — | 6.1 | |
| MultipleModels-COMMethod Category=Surrogate-based Forward Methods2026.06 | 8.58 | 10.31 | 4.44 | 5 | 12.4 | 19.12 | -1.48 | 18.6 | 4.27 | 7.68 | — | |
| MultipleModels-RoMAMethod Category=Surrogate-based Forward Methods2026.06 | 8.88 | 9 | 9.72 | 5 | 8.53 | 24.63 | -12.72 | 19.12 | 9.47 | 7.01 | — | |
| Multiple ModelsConstraint Method=Tri-Mentoring2026.06 | 8.93 | 9.44 | 10.49 | 9.93 | 6.4 | — | — | — | — | — | 8.5 | |
| MOBOAcquisition Function=qParEGO2026.06 | 9.07 | — | — | — | — | — | — | — | — | — | — | |
| Multiple ModelsExtension=Tri-Mentoring2026.06 | 9.32 | — | — | — | — | — | — | — | — | — | — | |
| D(best)2026.06 | 9.71 | — | — | — | — | — | — | — | — | — | — | |
| MultiHead-GradNormMethod Category=Surrogate-based Forward Methods2026.06 | 10.04 | 9.31 | 11.39 | 12 | 8.8 | 19.56 | -15.46 | -1.79 | 6.5 | 2.44 | — | |
| End2End-GradNormMethod Category=Surrogate-based Forward Methods2026.06 | 10.12 | 9.44 | 10.67 | 7.33 | 10.73 | 27.82 | -13.9 | 12.47 | 9.02 | 7.07 | — | |
| ParetoFlow2026.06 | 10.19 | 9.18 | 11.31 | 13.58 | 9.04 | — | — | — | — | — | 9.83 | |
| MOBO-qParEGO2026.06 | 10.84 | 10.5 | 12.8 | 12.1 | 8.76 | — | — | — | — | — | — | |
| End-to-EndOptimization=GradNorm2026.06 | 10.9 | — | — | — | — | — | — | — | — | — | — | |
| End-to-EndMulti-Objective Strategy=GradNorm2026.06 | 10.97 | 9.96 | 11.71 | 9.88 | 11.55 | — | — | — | — | — | 12.3 | |
| Multi HeadOptimization=GradNorm2026.06 | 11.1 | — | — | — | — | — | — | — | — | — | — | |
| MOBOAcquisition Function=JES2026.06 | 11.68 | — | — | — | — | — | — | — | — | — | — | |
| Multi HeadMulti-Objective Strategy=GradNorm2026.06 | 11.89 | 10.9 | 13.19 | 10.12 | 12.22 | — | — | — | — | — | 12.2 | |
| D(best)2026.06 | 12.73 | 11.79 | 13.37 | 11.55 | 14.46 | — | — | — | — | — | 6.8 | |
| MOBO-JES2026.06 | 13.91 | 15.81 | — | — | 12.02 | — | — | — | — | — | — |