# Offline Multi-Objective Optimization on Off-MOO-Bench RE (50th percentile) Source: [Offline Multi-Objective Optimization on Off-MOO-Bench RE (50th percentile)]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:29:18.792Z Evaluation of Offline Multi-Objective Optimization algorithms specifically on the 50th percentile test cases derived from the RE Suite of the Off-MOO-Bench, 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 RE (50th percentile) | | Metric | Average HV 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 HV Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average HV Rank | Result date | Report paper | | --- | --- | --- | --- | | DOMOO | 3.25 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models | 5.82 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head | 5.85 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End | 6.08 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + ICT | 6.45 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + IOM | 6.54 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + Tri-Mentoring | 7.34 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End + PcGrad | 7.51 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head + PcGrad | 9.54 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + RoMA | 9.95 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + COM | 9.97 | Not recorded | 6a30d870d33dfb23e783cb11 | | MOBO-qParEGO | 10.55 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End + GradNorm | 11.32 | Not recorded | 6a30d870d33dfb23e783cb11 | | MOBO-JES | 11.59 | Not recorded | 6a30d870d33dfb23e783cb11 | | MOBO | 11.66 | Not recorded | 6a30d870d33dfb23e783cb11 | | ParetoFlow | 12.21 | Not recorded | 6a30d870d33dfb23e783cb11 | | D(best) | 12.23 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head + GradNorm | 12.25 | Not recorded | 6a30d870d33dfb23e783cb11 | ### DOMOO Average HV Rank: 3.25. Result ID: 6a30fb37fbc373592c2cd41d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models Average HV Rank: 5.82. Result ID: 6a30fb37fbc373592c2cd413. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head Average HV Rank: 5.85. Result ID: 6a30fb37fbc373592c2cd410. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### End-to-End Average HV Rank: 6.08. Result ID: 6a30fb37fbc373592c2cd40d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + ICT Average HV Rank: 6.45. Result ID: 6a30fb37fbc373592c2cd417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + IOM Average HV Rank: 6.54. Result ID: 6a30fb37fbc373592c2cd416. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + Tri-Mentoring Average HV Rank: 7.34. Result ID: 6a30fb37fbc373592c2cd418. [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: 7.51. Result ID: 6a30fb37fbc373592c2cd40f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head + PcGrad Average HV Rank: 9.54. Result ID: 6a30fb37fbc373592c2cd412. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + RoMA Average HV Rank: 9.95. Result ID: 6a30fb37fbc373592c2cd415. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + COM Average HV Rank: 9.97. Result ID: 6a30fb37fbc373592c2cd414. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### MOBO-qParEGO Average HV Rank: 10.55. Result ID: 6a30fb37fbc373592c2cd41a. [Reporting paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### End-to-End + GradNorm Average HV Rank: 11.32. Result ID: 6a30fb37fbc373592c2cd40e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### MOBO-JES Average HV Rank: 11.59. Result ID: 6a30fb37fbc373592c2cd41b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### MOBO Average HV Rank: 11.66. Result ID: 6a30fb37fbc373592c2cd419. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### ParetoFlow Average HV Rank: 12.21. Result ID: 6a30fb37fbc373592c2cd41c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### D(best) Average HV Rank: 12.23. Result ID: 6a30fb37fbc373592c2cd40c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head + GradNorm Average HV Rank: 12.25. Result ID: 6a30fb37fbc373592c2cd411. [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.