# Multi-objective Recommendation on MovieLens Individual User Instances Source: [Multi-objective Recommendation on MovieLens Individual User Instances]() Collection index: [llms.txt]() Data updated: 2026-04-10T07:28:45.533Z Evaluation of Multi-objective Recommendation performance on the MovieLens Individual User Instances dataset, measured using SM and MID metrics. 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 Recommendation | | Dataset (including any stated split) | MovieLens Individual User Instances | | Metric | SM | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [SM](): Higher is better; unit: SCALAR. - [MID](): Higher is better; unit: PERCENT. ## Recorded results | Method | SM | Result date | Report paper | | --- | --- | --- | --- | | HANIv2 | 19.1856 | Not recorded | 69d883e57d0172140ec77846 | | HANIv1 | 12.3586 | Not recorded | 69d883e57d0172140ec77846 | | HANIv1 | 7.4074 | Not recorded | 69d883e57d0172140ec77846 | | HANIv1 | 6.9549 | Not recorded | 69d883e57d0172140ec77846 | | NNIA | 5.1145 | Not recorded | 69d883e57d0172140ec77846 | | NNIA | 4.8152 | Not recorded | 69d883e57d0172140ec77846 | | HANIv1 | 2.9308 | Not recorded | 69d883e57d0172140ec77846 | | HANIv1 | 2.3624 | Not recorded | 69d883e57d0172140ec77846 | | HANv1 | 0.5343 | Not recorded | 69d883e57d0172140ec77846 | | AMOSA | 0.4797 | Not recorded | 69d883e57d0172140ec77846 | | NNIA | 0.4353 | Not recorded | 69d883e57d0172140ec77846 | | HANIv2 | 0.4338 | Not recorded | 69d883e57d0172140ec77846 | | AMOSA | 0.3856 | Not recorded | 69d883e57d0172140ec77846 | | HANIv2 | 0.3458 | Not recorded | 69d883e57d0172140ec77846 | | HANIv2 | 0.3226 | Not recorded | 69d883e57d0172140ec77846 | | HANIv2 | 0.304 | Not recorded | 69d883e57d0172140ec77846 | | AMOSA | 0.3027 | Not recorded | 69d883e57d0172140ec77846 | | HANv2 | 0.2477 | Not recorded | 69d883e57d0172140ec77846 | | HANv1 | 0.2398 | Not recorded | 69d883e57d0172140ec77846 | | HANv1 | 0.2324 | Not recorded | 69d883e57d0172140ec77846 | | NSGAII | 0.2303 | Not recorded | 69d883e57d0172140ec77846 | | NNIA | 0.2117 | Not recorded | 69d883e57d0172140ec77846 | | AMOSA | 0.1831 | Not recorded | 69d883e57d0172140ec77846 | | NNIA | 0.176 | Not recorded | 69d883e57d0172140ec77846 | | AMOSA | 0.1742 | Not recorded | 69d883e57d0172140ec77846 | | HANv2 | 0.1576 | Not recorded | 69d883e57d0172140ec77846 | | HANv2 | 0.1537 | Not recorded | 69d883e57d0172140ec77846 | | NSGAII | 0.1437 | Not recorded | 69d883e57d0172140ec77846 | | NSGAII | 0.131 | Not recorded | 69d883e57d0172140ec77846 | | HANv1 | 0.1147 | Not recorded | 69d883e57d0172140ec77846 | | HANv1 | 0.0882 | Not recorded | 69d883e57d0172140ec77846 | | HANv2 | 0.0775 | Not recorded | 69d883e57d0172140ec77846 | | NSGAII | 0.0686 | Not recorded | 69d883e57d0172140ec77846 | | HANv2 | 0.0507 | Not recorded | 69d883e57d0172140ec77846 | | NSGAII | 0.048 | Not recorded | 69d883e57d0172140ec77846 | ### HANIv2 SM: 19.1856. Result ID: 69d8a60847f34ce924c1242d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3411"}. This record does not assert independent reproduction. ### HANIv1 SM: 12.3586. Result ID: 69d8a60847f34ce924c1242c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3411"}. This record does not assert independent reproduction. ### HANIv1 SM: 7.4074. Result ID: 69d8a60847f34ce924c12433. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3415"}. This record does not assert independent reproduction. ### HANIv1 SM: 6.9549. Result ID: 69d8a60847f34ce924c12425. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"1000"}. This record does not assert independent reproduction. ### NNIA SM: 5.1145. Result ID: 69d8a60847f34ce924c1242e. [Reporting paper]() Recorded evaluation configuration: {"UserID":"3415"}. This record does not assert independent reproduction. ### NNIA SM: 4.8152. Result ID: 69d8a60847f34ce924c12427. [Reporting paper]() Recorded evaluation configuration: {"UserID":"3411"}. This record does not assert independent reproduction. ### HANIv1 SM: 2.9308. Result ID: 69d8a60847f34ce924c1243a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3420"}. This record does not assert independent reproduction. ### HANIv1 SM: 2.3624. Result ID: 69d8a60847f34ce924c1241e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"1"}. This record does not assert independent reproduction. ### HANv1 SM: 0.5343. Result ID: 69d8a60847f34ce924c1242a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3411"}. This record does not assert independent reproduction. ### AMOSA SM: 0.4797. Result ID: 69d8a60847f34ce924c12429. [Reporting paper]() Recorded evaluation configuration: {"UserID":"3411"}. This record does not assert independent reproduction. ### NNIA SM: 0.4353. Result ID: 69d8a60847f34ce924c12435. [Reporting paper]() Recorded evaluation configuration: {"UserID":"3420"}. This record does not assert independent reproduction. ### HANIv2 SM: 0.4338. Result ID: 69d8a60847f34ce924c12434. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3415"}. This record does not assert independent reproduction. ### AMOSA SM: 0.3856. Result ID: 69d8a60847f34ce924c12430. [Reporting paper]() Recorded evaluation configuration: {"UserID":"3415"}. This record does not assert independent reproduction. ### HANIv2 SM: 0.3458. Result ID: 69d8a60847f34ce924c12426. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"1000"}. This record does not assert independent reproduction. ### HANIv2 SM: 0.3226. Result ID: 69d8a60847f34ce924c1241f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"1"}. This record does not assert independent reproduction. ### HANIv2 SM: 0.304. Result ID: 69d8a60847f34ce924c1243b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3420"}. This record does not assert independent reproduction. ### AMOSA SM: 0.3027. Result ID: 69d8a60847f34ce924c12437. [Reporting paper]() Recorded evaluation configuration: {"UserID":"3420"}. This record does not assert independent reproduction. ### HANv2 SM: 0.2477. Result ID: 69d8a60847f34ce924c1242b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3411"}. This record does not assert independent reproduction. ### HANv1 SM: 0.2398. Result ID: 69d8a60847f34ce924c12431. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3415"}. This record does not assert independent reproduction. ### HANv1 SM: 0.2324. Result ID: 69d8a60847f34ce924c12438. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3420"}. This record does not assert independent reproduction. ### NSGAII SM: 0.2303. Result ID: 69d8a60847f34ce924c12428. [Reporting paper]() Recorded evaluation configuration: {"UserID":"3411"}. This record does not assert independent reproduction. ### NNIA SM: 0.2117. Result ID: 69d8a60847f34ce924c12420. [Reporting paper]() Recorded evaluation configuration: {"UserID":"1000"}. This record does not assert independent reproduction. ### AMOSA SM: 0.1831. Result ID: 69d8a60847f34ce924c12422. [Reporting paper]() Recorded evaluation configuration: {"UserID":"1000"}. This record does not assert independent reproduction. ### NNIA SM: 0.176. Result ID: 69d8a60847f34ce924c12419. [Reporting paper]() Recorded evaluation configuration: {"UserID":"1"}. This record does not assert independent reproduction. ### AMOSA SM: 0.1742. Result ID: 69d8a60847f34ce924c1241b. [Reporting paper]() Recorded evaluation configuration: {"UserID":"1"}. This record does not assert independent reproduction. ### HANv2 SM: 0.1576. Result ID: 69d8a60847f34ce924c12439. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3420"}. This record does not assert independent reproduction. ### HANv2 SM: 0.1537. Result ID: 69d8a60847f34ce924c12432. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"3415"}. This record does not assert independent reproduction. ### NSGAII SM: 0.1437. Result ID: 69d8a60847f34ce924c12436. [Reporting paper]() Recorded evaluation configuration: {"UserID":"3420"}. This record does not assert independent reproduction. ### NSGAII SM: 0.131. Result ID: 69d8a60847f34ce924c1242f. [Reporting paper]() Recorded evaluation configuration: {"UserID":"3415"}. This record does not assert independent reproduction. ### HANv1 SM: 0.1147. Result ID: 69d8a60847f34ce924c12423. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"1000"}. This record does not assert independent reproduction. ### HANv1 SM: 0.0882. Result ID: 69d8a60847f34ce924c1241c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"1"}. This record does not assert independent reproduction. ### HANv2 SM: 0.0775. Result ID: 69d8a60847f34ce924c12424. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"1000"}. This record does not assert independent reproduction. ### NSGAII SM: 0.0686. Result ID: 69d8a60847f34ce924c12421. [Reporting paper]() Recorded evaluation configuration: {"UserID":"1000"}. This record does not assert independent reproduction. ### HANv2 SM: 0.0507. Result ID: 69d8a60847f34ce924c1241d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"UserID":"1"}. This record does not assert independent reproduction. ### NSGAII SM: 0.048. Result ID: 69d8a60847f34ce924c1241a. [Reporting paper]() Recorded evaluation configuration: {"UserID":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.