# Offline Multi-Objective Optimization on Off-MOO-Bench Sci-Design (50th percentile) Source: [Offline Multi-Objective Optimization on Off-MOO-Bench Sci-Design (50th percentile)]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:29:18.760Z Evaluation of Offline Multi-Objective Optimization algorithms specifically on the 50th percentile results derived from the Sci-Design 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 Sci-Design (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 | | --- | --- | --- | --- | | D(best) | 2.25 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head + GradNorm | 7.42 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + ICT | 7.62 | Not recorded | 6a30d870d33dfb23e783cb11 | | DOMOO | 7.7 | Not recorded | 6a30d870d33dfb23e783cb11 | | MOBO-qParEGO | 7.77 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models | 7.88 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + COM | 7.9 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head | 7.95 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End | 8.3 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + RoMA | 8.47 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End + PcGrad | 8.6 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + IOM | 8.62 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multiple Models + Tri-Mentoring | 9.78 | Not recorded | 6a30d870d33dfb23e783cb11 | | Multi Head + PcGrad | 9.88 | Not recorded | 6a30d870d33dfb23e783cb11 | | ParetoFlow | 9.88 | Not recorded | 6a30d870d33dfb23e783cb11 | | End-to-End + GradNorm | 11.65 | Not recorded | 6a30d870d33dfb23e783cb11 | | MOBO | 12.38 | Not recorded | 6a30d870d33dfb23e783cb11 | ### D(best) Average HV Rank: 2.25. Result ID: 6a30fb37fbc373592c2cd3fb. [Reporting paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head + GradNorm Average HV Rank: 7.42. Result ID: 6a30fb37fbc373592c2cd400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + ICT Average HV Rank: 7.62. Result ID: 6a30fb37fbc373592c2cd406. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### DOMOO Average HV Rank: 7.7. Result ID: 6a30fb37fbc373592c2cd40b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### MOBO-qParEGO Average HV Rank: 7.77. Result ID: 6a30fb37fbc373592c2cd409. [Reporting paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models Average HV Rank: 7.88. Result ID: 6a30fb37fbc373592c2cd402. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + COM Average HV Rank: 7.9. Result ID: 6a30fb37fbc373592c2cd403. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head Average HV Rank: 7.95. Result ID: 6a30fb37fbc373592c2cd3ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### End-to-End Average HV Rank: 8.3. Result ID: 6a30fb37fbc373592c2cd3fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + RoMA Average HV Rank: 8.47. Result ID: 6a30fb37fbc373592c2cd404. [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: 8.6. Result ID: 6a30fb37fbc373592c2cd3fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multiple Models + IOM Average HV Rank: 8.62. Result ID: 6a30fb37fbc373592c2cd405. [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: 9.78. Result ID: 6a30fb37fbc373592c2cd407. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### Multi Head + PcGrad Average HV Rank: 9.88. Result ID: 6a30fb37fbc373592c2cd401. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### ParetoFlow Average HV Rank: 9.88. Result ID: 6a30fb37fbc373592c2cd40a. [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: 11.65. Result ID: 6a30fb37fbc373592c2cd3fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation percentile":"50th"}. This record does not assert independent reproduction. ### MOBO Average HV Rank: 12.38. Result ID: 6a30fb37fbc373592c2cd408. [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.