# Bike Redistribution on Washington D.C. (Region 2)

Source: [Bike Redistribution on Washington D.C. (Region 2)](<https://www.sota2.com/research/sota/bike-redistribution-on-washington-d-c-region-2>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:39:58.689Z

Evaluation of model performance on bike redistribution tasks using the Washington D.C. Region 2 dataset, assessed using specific error or coverage thresholds (5%, 7%, 10%, 15%).

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 Redistribution |
| Dataset (including any stated split) | Washington D.C. (Region 2) |
| Metric | Count @ 5% Threshold |
| Unit | SCALAR |
| Direction | Lower 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

- [Count @ 5% Threshold](<https://www.sota2.com/research/sota/bike-redistribution-on-washington-d-c-region-2.md?metric=Count%20%40%205%25%20Threshold>): Lower is better; unit: SCALAR.

- [Count @ 7% Threshold](<https://www.sota2.com/research/sota/bike-redistribution-on-washington-d-c-region-2.md?metric=Count%20%40%207%25%20Threshold>): Lower is better; unit: SCALAR.

- [Count @ 10% Threshold](<https://www.sota2.com/research/sota/bike-redistribution-on-washington-d-c-region-2.md?metric=Count%20%40%2010%25%20Threshold>): Lower is better; unit: SCALAR.

- [Count @ 15% Threshold](<https://www.sota2.com/research/sota/bike-redistribution-on-washington-d-c-region-2.md?metric=Count%20%40%2015%25%20Threshold>): Lower is better; unit: SCALAR.

- [Average Count](<https://www.sota2.com/research/sota/bike-redistribution-on-washington-d-c-region-2.md?metric=Average%20Count>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Count @ 5% Threshold | Result date | Report paper |
| --- | --- | --- | --- |
| No Action | 220 | Not recorded | 6993f62a9ebc499c97409b82 |
| OPT | 225 | Not recorded | 6993f62a9ebc499c97409b82 |
| OPT | 226 | Not recorded | 6993f62a9ebc499c97409b82 |
| OPT | 227 | Not recorded | 6993f62a9ebc499c97409b82 |
| Greedy | 233 | Not recorded | 6993f62a9ebc499c97409b82 |
| Greedy | 236 | Not recorded | 6993f62a9ebc499c97409b82 |
| IDQN | 242 | Not recorded | 6993f62a9ebc499c97409b82 |
| IDQN | 246 | Not recorded | 6993f62a9ebc499c97409b82 |
| QMIX | 249 | Not recorded | 6993f62a9ebc499c97409b82 |
| QMIX | 258 | Not recorded | 6993f62a9ebc499c97409b82 |
| VDN+ | 269 | Not recorded | 6993f62a9ebc499c97409b82 |
| AVD | 272 | Not recorded | 6993f62a9ebc499c97409b82 |
| VDN+ | 275 | Not recorded | 6993f62a9ebc499c97409b82 |
| VDN+ | 275 | Not recorded | 6993f62a9ebc499c97409b82 |
| AVD | 283 | Not recorded | 6993f62a9ebc499c97409b82 |
| AVD | 288 | Not recorded | 6993f62a9ebc499c97409b82 |

### No Action

Count @ 5% Threshold: 220. Result ID: 699a71e15698665ec4fab98a.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OPT

Count @ 5% Threshold: 225. Result ID: 699a71e15698665ec4fab997.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"4 -\> 2"}. This record does not assert independent reproduction.

### OPT

Count @ 5% Threshold: 226. Result ID: 699a71e15698665ec4fab992.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"4"}. This record does not assert independent reproduction.

### OPT

Count @ 5% Threshold: 227. Result ID: 699a71e15698665ec4fab98c.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"2"}. This record does not assert independent reproduction.

### Greedy

Count @ 5% Threshold: 233. Result ID: 699a71e15698665ec4fab98b.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"2"}. This record does not assert independent reproduction.

### Greedy

Count @ 5% Threshold: 236. Result ID: 699a71e15698665ec4fab991.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"4"}. This record does not assert independent reproduction.

### IDQN

Count @ 5% Threshold: 242. Result ID: 699a71e15698665ec4fab98d.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"2"}. This record does not assert independent reproduction.

### IDQN

Count @ 5% Threshold: 246. Result ID: 699a71e15698665ec4fab993.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"4"}. This record does not assert independent reproduction.

### QMIX

Count @ 5% Threshold: 249. Result ID: 699a71e15698665ec4fab98f.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68611e209131cea1b955.md>)

[Implementation](<https://github.com/oxwhirl/smac>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"2"}. This record does not assert independent reproduction.

### QMIX

Count @ 5% Threshold: 258. Result ID: 699a71e15698665ec4fab995.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68611e209131cea1b955.md>)

[Implementation](<https://github.com/oxwhirl/smac>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"4"}. This record does not assert independent reproduction.

### VDN+

Count @ 5% Threshold: 269. Result ID: 699a71e15698665ec4fab98e.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63681e209131ce9fe7cd.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"2"}. This record does not assert independent reproduction.

### AVD

Count @ 5% Threshold: 272. Result ID: 699a71e15698665ec4fab990.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"2"}. This record does not assert independent reproduction.

### VDN+

Count @ 5% Threshold: 275. Result ID: 699a71e15698665ec4fab994.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63681e209131ce9fe7cd.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"4"}. This record does not assert independent reproduction.

### VDN+

Count @ 5% Threshold: 275. Result ID: 699a71e15698665ec4fab998.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63681e209131ce9fe7cd.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"4 -\> 2"}. This record does not assert independent reproduction.

### AVD

Count @ 5% Threshold: 283. Result ID: 699a71e15698665ec4fab999.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"4 -\> 2"}. This record does not assert independent reproduction.

### AVD

Count @ 5% Threshold: 288. Result ID: 699a71e15698665ec4fab996.

[Reporting paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f62a9ebc499c97409b82.md>)

Recorded evaluation configuration: {"Agent Population (\|V\_τ\|)":"4"}. This record does not assert independent reproduction.

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