# Multi-objective Capacitated Vehicle Routing Problem on MOCVRP 50 Source: [Multi-objective Capacitated Vehicle Routing Problem on MOCVRP 50]() Collection index: [llms.txt]() Data updated: 2026-03-20T09:38:03.897Z Evaluation of algorithms solving the Multi-objective Capacitated Vehicle Routing Problem (MO-CVRP) on the MOCVRP 50 instance set, reporting Hypervolume (HV) and Optimality Gap. 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 | Multi-objective Capacitated Vehicle Routing Problem | | Dataset (including any stated split) | MOCVRP 50 | | Metric | Hypervolume (HV) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Hypervolume (HV)](): Higher is better; unit: PERCENT. - [Optimality Gap](): Lower is better; unit: PERCENT. ## Recorded results | Method | Hypervolume (HV) | Result date | Report paper | | --- | --- | --- | --- | | POCCO-C-Aug | 41.08 | Not recorded | 68fa79831e209131cea7def8 | | POCCO-W-Aug | 41.08 | Not recorded | 68fa79831e209131cea7def8 | | EMNH-Aug | 41.06 | Not recorded | 68fa79831e209131cea7def8 | | WE-CA-Aug | 41.03 | Not recorded | 68fa79831e209131cea7def8 | | POCCO-W | 41.02 | Not recorded | 68fa79831e209131cea7def8 | | POCCO-C | 41.01 | Not recorded | 68fa79831e209131cea7def8 | | CNH-Aug | 41.01 | Not recorded | 68fa79831e209131cea7def8 | | EMNH | 40.98 | Not recorded | 68fa79831e209131cea7def8 | | MDRL-Aug | 40.92 | Not recorded | 68fa79831e209131cea7def8 | | WE-CA | 40.89 | Not recorded | 68fa79831e209131cea7def8 | | CNH | 40.87 | Not recorded | 68fa79831e209131cea7def8 | | MDRL | 40.82 | Not recorded | 68fa79831e209131cea7def8 | | PMOCO-Aug | 40.8 | Not recorded | 68fa79831e209131cea7def8 | | DRL-MOA | 40.76 | Not recorded | 68fa79831e209131cea7def8 | | PMOCO | 40.36 | Not recorded | 68fa79831e209131cea7def8 | | PPLS/D-C | 40.07 | Not recorded | 68fa79831e209131cea7def8 | | MOEA/D | 40 | Not recorded | 68fa79831e209131cea7def8 | | MOGLS | 39.84 | Not recorded | 68fa79831e209131cea7def8 | | NSGA-II | 38.96 | Not recorded | 68fa79831e209131cea7def8 | ### POCCO-C-Aug Hypervolume (HV): 41.08. Result ID: 69bd156947f34ce924a78398. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time":"1.4m"}. This record does not assert independent reproduction. ### POCCO-W-Aug Hypervolume (HV): 41.08. Result ID: 69bd156947f34ce924a7839a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time":"1.2m"}. This record does not assert independent reproduction. ### EMNH-Aug Hypervolume (HV): 41.06. Result ID: 69bd156947f34ce924a78395. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Time":"35s"}. This record does not assert independent reproduction. ### WE-CA-Aug Hypervolume (HV): 41.03. Result ID: 69bd156947f34ce924a78399. [Reporting paper]() Recorded evaluation configuration: {"Time":"36s"}. This record does not assert independent reproduction. ### POCCO-W Hypervolume (HV): 41.02. Result ID: 69bd156947f34ce924a78393. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time":"17s"}. This record does not assert independent reproduction. ### POCCO-C Hypervolume (HV): 41.01. Result ID: 69bd156947f34ce924a78391. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time":"25s"}. This record does not assert independent reproduction. ### CNH-Aug Hypervolume (HV): 41.01. Result ID: 69bd156947f34ce924a78397. [Reporting paper]() Recorded evaluation configuration: {"Time":"45s"}. This record does not assert independent reproduction. ### EMNH Hypervolume (HV): 40.98. Result ID: 69bd156947f34ce924a7838e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Time":"12s"}. This record does not assert independent reproduction. ### MDRL-Aug Hypervolume (HV): 40.92. Result ID: 69bd156947f34ce924a78394. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time":"36s"}. This record does not assert independent reproduction. ### WE-CA Hypervolume (HV): 40.89. Result ID: 69bd156947f34ce924a78392. [Reporting paper]() Recorded evaluation configuration: {"Time":"10s"}. This record does not assert independent reproduction. ### CNH Hypervolume (HV): 40.87. Result ID: 69bd156947f34ce924a78390. [Reporting paper]() Recorded evaluation configuration: {"Time":"15s"}. This record does not assert independent reproduction. ### MDRL Hypervolume (HV): 40.82. Result ID: 69bd156947f34ce924a7838d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time":"13s"}. This record does not assert independent reproduction. ### PMOCO-Aug Hypervolume (HV): 40.8. Result ID: 69bd156947f34ce924a78396. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time":"42s"}. This record does not assert independent reproduction. ### DRL-MOA Hypervolume (HV): 40.76. Result ID: 69bd156947f34ce924a7838c. [Reporting paper]() Recorded evaluation configuration: {"Time":"12s"}. This record does not assert independent reproduction. ### PMOCO Hypervolume (HV): 40.36. Result ID: 69bd156947f34ce924a7838f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time":"12s"}. This record does not assert independent reproduction. ### PPLS/D-C Hypervolume (HV): 40.07. Result ID: 69bd156947f34ce924a7838b. [Reporting paper]() Recorded evaluation configuration: {"Time":"9.7h"}. This record does not assert independent reproduction. ### MOEA/D Hypervolume (HV): 40. Result ID: 69bd156947f34ce924a78388. [Reporting paper]() Recorded evaluation configuration: {"Time":"2.9h"}. This record does not assert independent reproduction. ### MOGLS Hypervolume (HV): 39.84. Result ID: 69bd156947f34ce924a7838a. [Reporting paper]() Recorded evaluation configuration: {"Time":"20h"}. This record does not assert independent reproduction. ### NSGA-II Hypervolume (HV): 38.96. Result ID: 69bd156947f34ce924a78389. [Reporting paper]() Recorded evaluation configuration: {"Time":"8.8h"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.