# Bike-sharing redistribution on London 30% initial inventory ratio (test) Source: [Bike-sharing redistribution on London 30% initial inventory ratio (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:48.166Z Evaluation of bike-sharing redistribution performance across five specific geographic regions and overall, based on a scenario starting with a 30% initial inventory ratio. 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 30% 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 Count](): Higher is better; unit: SCALAR. ## Recorded results | Method | Region 1 Count | Result date | Report paper | | --- | --- | --- | --- | | AVD | 1639 | Not recorded | 6993f62a9ebc499c97409b82 | | AVD | 1634 | Not recorded | 6993f62a9ebc499c97409b82 | | QMIX | 1614 | Not recorded | 6993f62a9ebc499c97409b82 | | VDN+ | 1596 | Not recorded | 6993f62a9ebc499c97409b82 | | AVD | 1595 | Not recorded | 6993f62a9ebc499c97409b82 | | QMIX | 1590 | Not recorded | 6993f62a9ebc499c97409b82 | | OPT | 1587 | Not recorded | 6993f62a9ebc499c97409b82 | | Greedy | 1579 | Not recorded | 6993f62a9ebc499c97409b82 | | VDN+ | 1575 | Not recorded | 6993f62a9ebc499c97409b82 | | OPT | 1574 | Not recorded | 6993f62a9ebc499c97409b82 | | VDN+ | 1571 | Not recorded | 6993f62a9ebc499c97409b82 | | IDQN | 1569 | Not recorded | 6993f62a9ebc499c97409b82 | | OPT | 1563 | Not recorded | 6993f62a9ebc499c97409b82 | | IDQN | 1563 | Not recorded | 6993f62a9ebc499c97409b82 | | Greedy | 1540 | Not recorded | 6993f62a9ebc499c97409b82 | | No Action | 1512 | Not recorded | 6993f62a9ebc499c97409b82 | ### AVD Region 1 Count: 1639. Result ID: 699a71e15698665ec4fab986. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### AVD Region 1 Count: 1634. Result ID: 699a71e15698665ec4fab989. [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: 1614. Result ID: 699a71e15698665ec4fab985. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### VDN+ Region 1 Count: 1596. Result ID: 699a71e15698665ec4fab984. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### AVD Region 1 Count: 1595. Result ID: 699a71e15698665ec4fab980. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### QMIX Region 1 Count: 1590. Result ID: 699a71e15698665ec4fab97f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### OPT Region 1 Count: 1587. Result ID: 699a71e15698665ec4fab982. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### Greedy Region 1 Count: 1579. Result ID: 699a71e15698665ec4fab981. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### VDN+ Region 1 Count: 1575. Result ID: 699a71e15698665ec4fab988. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4 -\> 2 (dynamic)"}. This record does not assert independent reproduction. ### OPT Region 1 Count: 1574. Result ID: 699a71e15698665ec4fab987. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4 -\> 2 (dynamic)"}. This record does not assert independent reproduction. ### VDN+ Region 1 Count: 1571. Result ID: 699a71e15698665ec4fab97e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### IDQN Region 1 Count: 1569. Result ID: 699a71e15698665ec4fab983. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"4"}. This record does not assert independent reproduction. ### OPT Region 1 Count: 1563. Result ID: 699a71e15698665ec4fab97c. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### IDQN Region 1 Count: 1563. Result ID: 699a71e15698665ec4fab97d. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### Greedy Region 1 Count: 1540. Result ID: 699a71e15698665ec4fab97b. [Reporting paper]() Recorded evaluation configuration: {"Number of agents (\|Vr\|)":"2"}. This record does not assert independent reproduction. ### No Action Region 1 Count: 1512. Result ID: 699a71e15698665ec4fab97a. [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.