# Offline Multi-Objective Optimization on Off-MOO-Bench RE Source: [Offline Multi-Objective Optimization on Off-MOO-Bench RE]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:29:18.626Z Evaluation of Offline Multi-Objective Optimization algorithms specifically on the RE Suite test cases provided by the Off-MOO-Bench suite, measured using the Average IGDoffline rank metric. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Offline Multi-Objective Optimization | | Dataset (including any stated split) | Off-MOO-Bench RE | | Metric | Average IGDoffline Rank | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Average IGDoffline Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average IGDoffline Rank | Result date | Report paper | | --- | --- | --- | --- | | Multiple Models + IOM | 5.32 | Not recorded | 6a30d870d33dfb23e783cb11 | | ParetoFlow | 5.35 | Not recorded | 6a30d870d33dfb23e783cb11 | | D(best) | 5.63 | Not recorded | 6a30d870d33dfb23e783cb11 | | DOMOO | 6.21 | Not recorded | 6a30d870d33dfb23e783cb11 | | MOBO-qParEGO | 7.56 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + ICT | 7.62 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head | 7.71 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models | 7.96 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + Tri-Mentoring | 8.49 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End | 9.06 | Not recorded | 6a30d870d33dfb23e783cb11 | | MultipleModels + COMs | 9.12 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End + PcGrad | 9.26 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + RoMA | 9.43 | Not recorded | 6a30d870d33dfb23e783cb11 | | MOBO-JES | 9.51 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head + PcGrad | 9.71 | Not recorded | 6a30d870d33dfb23e783cb11 | | MOBO | 10.57 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End + GradNorm | 11.18 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head + GradNorm | 11.75 | Not recorded | 6a30d870d33dfb23e783cb11 | ### Multiple Models + IOM Average IGDoffline Rank: 5.32. Result ID: 6a30fb37fbc373592c2cd3af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### ParetoFlow Average IGDoffline Rank: 5.35. Result ID: 6a30fb37fbc373592c2cd3b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### D(best) Average IGDoffline Rank: 5.63. Result ID: 6a30fb37fbc373592c2cd3a5. [Reporting paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### DOMOO Average IGDoffline Rank: 6.21. Result ID: 6a30fb37fbc373592c2cd3b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### MOBO-qParEGO Average IGDoffline Rank: 7.56. Result ID: 6a30fb37fbc373592c2cd3b3. [Reporting paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + ICT Average IGDoffline Rank: 7.62. Result ID: 6a30fb37fbc373592c2cd3b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head Average IGDoffline Rank: 7.71. Result ID: 6a30fb37fbc373592c2cd3a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models Average IGDoffline Rank: 7.96. Result ID: 6a30fb37fbc373592c2cd3ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + Tri-Mentoring Average IGDoffline Rank: 8.49. Result ID: 6a30fb37fbc373592c2cd3b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### End-to-End Average IGDoffline Rank: 9.06. Result ID: 6a30fb37fbc373592c2cd3a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### MultipleModels + COMs Average IGDoffline Rank: 9.12. Result ID: 6a30fb37fbc373592c2cd3ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### End-to-End + PcGrad Average IGDoffline Rank: 9.26. Result ID: 6a30fb37fbc373592c2cd3a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + RoMA Average IGDoffline Rank: 9.43. Result ID: 6a30fb37fbc373592c2cd3ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### MOBO-JES Average IGDoffline Rank: 9.51. Result ID: 6a30fb37fbc373592c2cd3b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head + PcGrad Average IGDoffline Rank: 9.71. Result ID: 6a30fb37fbc373592c2cd3ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### MOBO Average IGDoffline Rank: 10.57. Result ID: 6a30fb37fbc373592c2cd3b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### End-to-End + GradNorm Average IGDoffline Rank: 11.18. Result ID: 6a30fb37fbc373592c2cd3a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head + GradNorm Average IGDoffline Rank: 11.75. Result ID: 6a30fb37fbc373592c2cd3aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of solutions":"256","Percentile":"50th"}. 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