# Offline Multi-Objective Optimization on Off-MOO-Bench MO-NAS (50th percentile) Source: [Offline Multi-Objective Optimization on Off-MOO-Bench MO-NAS (50th percentile)]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:29:18.693Z Evaluation of Offline Multi-Objective Optimization algorithms specifically on the 50th percentile results of the MO-NAS component of the Off-MOO-Bench suite, measured using the Average HV 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 MO-NAS (50th percentile) | | Metric | Average HV Rank | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 HV Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average HV Rank | Result date | Report paper | | --- | --- | --- | --- | | MOBO | 4.21 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + IOM | 5.66 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End | 5.94 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head | 6.23 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + RoMA | 6.24 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models | 6.73 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + COM | 6.91 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End + PcGrad | 7.56 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head + PcGrad | 7.56 | Not recorded | 6a30d870d33dfb23e783cb11 | | DOMOO | 8.36 | Not recorded | 6a30d870d33dfb23e783cb11 | | D(best) | 9.06 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + ICT | 9.59 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + Tri-Mentoring | 11.1 | Not recorded | 6a30d870d33dfb23e783cb11 | | ParetoFlow | 12.04 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End + GradNorm | 12.99 | Not recorded | 6a30d870d33dfb23e783cb11 | | MOBO-qParEGO | 13.19 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head + GradNorm | 13.27 | Not recorded | 6a30d870d33dfb23e783cb11 | ### MOBO Average HV Rank: 4.21. Result ID: 6a30fb37fbc373592c2cd3e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + IOM Average HV Rank: 5.66. Result ID: 6a30fb37fbc373592c2cd3e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### End-to-End Average HV Rank: 5.94. Result ID: 6a30fb37fbc373592c2cd3dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head Average HV Rank: 6.23. Result ID: 6a30fb37fbc373592c2cd3df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + RoMA Average HV Rank: 6.24. Result ID: 6a30fb37fbc373592c2cd3e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models Average HV Rank: 6.73. Result ID: 6a30fb37fbc373592c2cd3e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + COM Average HV Rank: 6.91. Result ID: 6a30fb37fbc373592c2cd3e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### End-to-End + PcGrad Average HV Rank: 7.56. Result ID: 6a30fb37fbc373592c2cd3de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head + PcGrad Average HV Rank: 7.56. Result ID: 6a30fb37fbc373592c2cd3e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### DOMOO Average HV Rank: 8.36. Result ID: 6a30fb37fbc373592c2cd3eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### D(best) Average HV Rank: 9.06. Result ID: 6a30fb37fbc373592c2cd3db. [Reporting paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + ICT Average HV Rank: 9.59. Result ID: 6a30fb37fbc373592c2cd3e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + Tri-Mentoring Average HV Rank: 11.1. Result ID: 6a30fb37fbc373592c2cd3e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### ParetoFlow Average HV Rank: 12.04. Result ID: 6a30fb37fbc373592c2cd3ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### End-to-End + GradNorm Average HV Rank: 12.99. Result ID: 6a30fb37fbc373592c2cd3dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### MOBO-qParEGO Average HV Rank: 13.19. Result ID: 6a30fb37fbc373592c2cd3e9. [Reporting paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head + GradNorm Average HV Rank: 13.27. Result ID: 6a30fb37fbc373592c2cd3e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.