# Behavioral Cloning on Planar Quadrotor

Source: [Behavioral Cloning on Planar Quadrotor](<https://www.sota2.com/research/sota/behavioral-cloning-on-planar-quadrotor>)

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

Data updated: 2026-04-07T07:55:55.666Z

Evaluation of Behavioral Cloning performance on the Planar Quadrotor simulation environment, measured by Relative L2 Error.

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 | Behavioral Cloning |
| Dataset (including any stated split) | Planar Quadrotor |
| Metric | Relative L2 Error |
| 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

- [Relative L2 Error](<https://www.sota2.com/research/sota/behavioral-cloning-on-planar-quadrotor.md?metric=Relative%20L2%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Relative L2 Error | Result date | Report paper |
| --- | --- | --- | --- |
| Last-Both | 0.057 | Not recorded | 69d48fa17d0172140ec743d0 |
| Last-Both | 0.059 | Not recorded | 69d48fa17d0172140ec743d0 |
| Last-Branch | 0.059 | Not recorded | 69d48fa17d0172140ec743d0 |
| Last-Branch | 0.061 | Not recorded | 69d48fa17d0172140ec743d0 |
| Pretrained | 0.063 | Not recorded | 69d48fa17d0172140ec743d0 |
| SetONet-FT | 0.065 | Not recorded | 69d48fa17d0172140ec743d0 |
| SetONet-Meta-Full | 0.066 | Not recorded | 69d48fa17d0172140ec743d0 |
| SetONet-FT | 0.069 | Not recorded | 69d48fa17d0172140ec743d0 |
| SetONet-Meta | 0.071 | Not recorded | 69d48fa17d0172140ec743d0 |
| SetONet-Meta-Full | 0.073 | Not recorded | 69d48fa17d0172140ec743d0 |
| MAML | 0.118 | Not recorded | 69d48fa17d0172140ec743d0 |
| MAML | 0.121 | Not recorded | 69d48fa17d0172140ec743d0 |
| SetONet-Meta-Full | 0.148 | Not recorded | 69d48fa17d0172140ec743d0 |
| SetONet-Meta | 0.17 | Not recorded | 69d48fa17d0172140ec743d0 |
| SetONet-Meta | 0.185 | Not recorded | 69d48fa17d0172140ec743d0 |
| MAML | 0.549 | Not recorded | 69d48fa17d0172140ec743d0 |

### Last-Both

Relative L2 Error: 0.057. Result ID: 69d4b7cb47f34ce924bc4b9f.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59e61e209131ce9bb34e.md>)

Recorded evaluation configuration: {"Adaptation Steps":"25"}. This record does not assert independent reproduction.

### Last-Both

Relative L2 Error: 0.059. Result ID: 69d4b7cb47f34ce924bc4b99.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59e61e209131ce9bb34e.md>)

Recorded evaluation configuration: {"Adaptation Steps":"1"}. This record does not assert independent reproduction.

### Last-Branch

Relative L2 Error: 0.059. Result ID: 69d4b7cb47f34ce924bc4b9e.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59e61e209131ce9bb34e.md>)

Recorded evaluation configuration: {"Adaptation Steps":"25"}. This record does not assert independent reproduction.

### Last-Branch

Relative L2 Error: 0.061. Result ID: 69d4b7cb47f34ce924bc4b98.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59e61e209131ce9bb34e.md>)

Recorded evaluation configuration: {"Adaptation Steps":"1"}. This record does not assert independent reproduction.

### Pretrained

Relative L2 Error: 0.063. Result ID: 69d4b7cb47f34ce924bc4b93.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

Recorded evaluation configuration: {"Adaptation Steps":"0"}. This record does not assert independent reproduction.

### SetONet-FT

Relative L2 Error: 0.065. Result ID: 69d4b7cb47f34ce924bc4b9d.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

Recorded evaluation configuration: {"Adaptation Steps":"25"}. This record does not assert independent reproduction.

### SetONet-Meta-Full

Relative L2 Error: 0.066. Result ID: 69d4b7cb47f34ce924bc4b9c.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

Recorded evaluation configuration: {"Adaptation Steps":"1"}. This record does not assert independent reproduction.

### SetONet-FT

Relative L2 Error: 0.069. Result ID: 69d4b7cb47f34ce924bc4b97.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

Recorded evaluation configuration: {"Adaptation Steps":"1"}. This record does not assert independent reproduction.

### SetONet-Meta

Relative L2 Error: 0.071. Result ID: 69d4b7cb47f34ce924bc4ba1.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

Recorded evaluation configuration: {"Adaptation Steps":"25"}. This record does not assert independent reproduction.

### SetONet-Meta-Full

Relative L2 Error: 0.073. Result ID: 69d4b7cb47f34ce924bc4ba2.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

Recorded evaluation configuration: {"Adaptation Steps":"25"}. This record does not assert independent reproduction.

### MAML

Relative L2 Error: 0.118. Result ID: 69d4b7cb47f34ce924bc4ba0.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63861e209131ce9ff3e8.md>)

Recorded evaluation configuration: {"Adaptation Steps":"25"}. This record does not assert independent reproduction.

### MAML

Relative L2 Error: 0.121. Result ID: 69d4b7cb47f34ce924bc4b9a.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63861e209131ce9ff3e8.md>)

Recorded evaluation configuration: {"Adaptation Steps":"1"}. This record does not assert independent reproduction.

### SetONet-Meta-Full

Relative L2 Error: 0.148. Result ID: 69d4b7cb47f34ce924bc4b96.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

Recorded evaluation configuration: {"Adaptation Steps":"0"}. This record does not assert independent reproduction.

### SetONet-Meta

Relative L2 Error: 0.17. Result ID: 69d4b7cb47f34ce924bc4b9b.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

Recorded evaluation configuration: {"Adaptation Steps":"1"}. This record does not assert independent reproduction.

### SetONet-Meta

Relative L2 Error: 0.185. Result ID: 69d4b7cb47f34ce924bc4b95.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

Recorded evaluation configuration: {"Adaptation Steps":"0"}. This record does not assert independent reproduction.

### MAML

Relative L2 Error: 0.549. Result ID: 69d4b7cb47f34ce924bc4b94.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fa17d0172140ec743d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63861e209131ce9ff3e8.md>)

Recorded evaluation configuration: {"Adaptation Steps":"0"}. This record does not assert independent reproduction.

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