# Dynamic eco-driving on Eco-Driving Green Phase variation

Source: [Dynamic eco-driving on Eco-Driving Green Phase variation](<https://www.sota2.com/research/sota/dynamic-eco-driving-on-eco-driving-green-phase-variation>)

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

Data updated: 2026-02-26T05:53:48.498Z

Evaluation of dynamic eco-driving performance using the Eco-Driving Green Phase variation dataset, measured by Normalized Reward.

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 | Dynamic eco-driving |
| Dataset (including any stated split) | Eco-Driving Green Phase variation |
| Metric | Normalized Reward |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Normalized Reward](<https://www.sota2.com/research/sota/dynamic-eco-driving-on-eco-driving-green-phase-variation.md?metric=Normalized%20Reward>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Normalized Reward | Result date | Report paper |
| --- | --- | --- | --- |
| Sequential Oracle | 0.5058 | Not recorded | 68fa76b71e209131cea6ea9f |
| MBTL | 0.4932 | Not recorded | 68fa76b71e209131cea6ea9f |
| Random Selection | 0.4724 | Not recorded | 68fa76b71e209131cea6ea9f |
| Greedy Selection | 0.4678 | Not recorded | 68fa76b71e209131cea6ea9f |
| Multi-task Training | 0.4228 | Not recorded | 68fa76b71e209131cea6ea9f |
| Independent Training | 0.385 | Not recorded | 68fa76b71e209131cea6ea9f |

### Sequential Oracle

Normalized Reward: 0.5058. Result ID: 69944b163a6c3148491c5162.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b71e209131cea6ea9f.md>)

Recorded evaluation configuration: {"Number of Trained Models":"N"}. This record does not assert independent reproduction.

### MBTL

Normalized Reward: 0.4932. Result ID: 69944b163a6c3148491c5161.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b71e209131cea6ea9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b71e209131cea6ea9f.md>)

Recorded evaluation configuration: {"Number of Trained Models":"K"}. This record does not assert independent reproduction.

### Random Selection

Normalized Reward: 0.4724. Result ID: 69944b163a6c3148491c515f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b71e209131cea6ea9f.md>)

Recorded evaluation configuration: {"Number of Trained Models":"K"}. This record does not assert independent reproduction.

### Greedy Selection

Normalized Reward: 0.4678. Result ID: 69944b163a6c3148491c5160.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b71e209131cea6ea9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74db1e209131cea64342.md>)

Recorded evaluation configuration: {"Number of Trained Models":"K"}. This record does not assert independent reproduction.

### Multi-task Training

Normalized Reward: 0.4228. Result ID: 69944b163a6c3148491c515e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b71e209131cea6ea9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e651e209131cea3fad8.md>)

Recorded evaluation configuration: {"Number of Trained Models":"1"}. This record does not assert independent reproduction.

### Independent Training

Normalized Reward: 0.385. Result ID: 69944b163a6c3148491c515d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b71e209131cea6ea9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e651e209131cea3fad8.md>)

Recorded evaluation configuration: {"Number of Trained Models":"N"}. This record does not assert independent reproduction.

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