# Bike-sharing redistribution on London 20% initial inventory ratio (test) Source: [Bike-sharing redistribution on London 20% initial inventory ratio (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:48.150Z Evaluation of model performance on the London bike-sharing dataset, specifically assessing redistribution capabilities across five defined regions (Region 1 through 5) given an initial inventory ratio of 20%. 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 | Bike-sharing redistribution | | Dataset (including any stated split) | London 20% initial inventory ratio (test) | | Metric | Region 1 Count | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Region 1 Count](): Higher is better; unit: SCALAR. - [Region 2 Count](): Higher is better; unit: SCALAR. - [Region 3 Count](): Higher is better; unit: SCALAR. - [Region 4 Count](): Higher is better; unit: SCALAR. - [Region 5 Count](): Higher is better; unit: SCALAR. - [Overall Total Count](): Higher is better; unit: SCALAR. ## Recorded results | Method | Region 1 Count | Result date | Report paper | | --- | --- | --- | --- | | AVD | 1385 | Not recorded | 6993f62a9ebc499c97409b82 | | AVD | 1382 | Not recorded | 6993f62a9ebc499c97409b82 | | QMIX | 1369 | Not recorded | 6993f62a9ebc499c97409b82 | | AVD | 1366 | Not recorded | 6993f62a9ebc499c97409b82 | | VDN+ | 1360 | Not recorded | 6993f62a9ebc499c97409b82 | | QMIX | 1356 | Not recorded | 6993f62a9ebc499c97409b82 | | VDN+ | 1352 | Not recorded | 6993f62a9ebc499c97409b82 | | OPT | 1349 | Not recorded | 6993f62a9ebc499c97409b82 | | Greedy | 1346 | Not recorded | 6993f62a9ebc499c97409b82 | | VDN+ | 1345 | Not recorded | 6993f62a9ebc499c97409b82 | | IDQN | 1339 | Not recorded | 6993f62a9ebc499c97409b82 | | IDQN | 1333 | Not recorded | 6993f62a9ebc499c97409b82 | | OPT | 1332 | Not recorded | 6993f62a9ebc499c97409b82 | | OPT | 1330 | Not recorded | 6993f62a9ebc499c97409b82 | | Greedy | 1307 | Not recorded | 6993f62a9ebc499c97409b82 | | No Action | 1287 | Not recorded | 6993f62a9ebc499c97409b82 | ### AVD Region 1 Count: 1385. Result ID: 699a71e15698665ec4fab979. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4 -\> 2 (dynamic)"}. This record does not assert independent reproduction. ### AVD Region 1 Count: 1382. Result ID: 699a71e15698665ec4fab976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### QMIX Region 1 Count: 1369. Result ID: 699a71e15698665ec4fab975. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### AVD Region 1 Count: 1366. Result ID: 699a71e15698665ec4fab970. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### VDN+ Region 1 Count: 1360. Result ID: 699a71e15698665ec4fab978. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4 -\> 2 (dynamic)"}. This record does not assert independent reproduction. ### QMIX Region 1 Count: 1356. Result ID: 699a71e15698665ec4fab96f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### VDN+ Region 1 Count: 1352. Result ID: 699a71e15698665ec4fab974. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### OPT Region 1 Count: 1349. Result ID: 699a71e15698665ec4fab972. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### Greedy Region 1 Count: 1346. Result ID: 699a71e15698665ec4fab971. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### VDN+ Region 1 Count: 1345. Result ID: 699a71e15698665ec4fab96e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### IDQN Region 1 Count: 1339. Result ID: 699a71e15698665ec4fab973. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### IDQN Region 1 Count: 1333. Result ID: 699a71e15698665ec4fab96d. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### OPT Region 1 Count: 1332. Result ID: 699a71e15698665ec4fab977. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4 -\> 2 (dynamic)"}. This record does not assert independent reproduction. ### OPT Region 1 Count: 1330. Result ID: 699a71e15698665ec4fab96c. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### Greedy Region 1 Count: 1307. Result ID: 699a71e15698665ec4fab96b. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### No Action Region 1 Count: 1287. Result ID: 699a71e15698665ec4fab96a. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.