# Autonomous Driving on Autonomous driving simulator Block

Source: [Autonomous Driving on Autonomous driving simulator Block](<https://www.sota2.com/research/sota/autonomous-driving-on-autonomous-driving-simulator-block>)

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

Data updated: 2026-03-26T13:28:19.969Z

Evaluation of autonomous driving performance using the Autonomous driving simulator Block dataset, focusing on Return and Cost 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 | Autonomous Driving |
| Dataset (including any stated split) | Autonomous driving simulator Block |
| Metric | Return |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Return](<https://www.sota2.com/research/sota/autonomous-driving-on-autonomous-driving-simulator-block.md?metric=Return>): Higher is better; unit: SCALAR.

- [Cost](<https://www.sota2.com/research/sota/autonomous-driving-on-autonomous-driving-simulator-block.md?metric=Cost>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Return | Result date | Report paper |
| --- | --- | --- | --- |
| PPO-Lag (Oracle) | 39.1 | Not recorded | 69c4bd640636e5bf4afc7435 |
| PPO-BT | 38.5 | Not recorded | 69c4bd640636e5bf4afc7435 |
| PbCRL | 36.4 | Not recorded | 69c4bd640636e5bf4afc7435 |
| RLSF | 31.8 | Not recorded | 69c4bd640636e5bf4afc7435 |

### PPO-Lag (Oracle)

Return: 39.1. Result ID: 69c5345c47f34ce924aec370.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd640636e5bf4afc7435.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66761e209131cea10437.md>)

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

### PPO-BT

Return: 38.5. Result ID: 69c5345c47f34ce924aec373.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd640636e5bf4afc7435.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4ddd5.md>)

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

### PbCRL

Return: 36.4. Result ID: 69c5345c47f34ce924aec371.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd640636e5bf4afc7435.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bd640636e5bf4afc7435.md>)

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

### RLSF

Return: 31.8. Result ID: 69c5345c47f34ce924aec372.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd640636e5bf4afc7435.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76891e209131cea6d835.md>)

[Implementation](<https://github.com/shshnkreddy/RLSF>)

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

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