# Locomotion on Cheetah-Vel-E (c^r)

Source: [Locomotion on Cheetah-Vel-E (c^r)](<https://www.sota2.com/research/sota/locomotion-on-cheetah-vel-e-c-r>)

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

Data updated: 2026-05-18T09:08:28.411Z

Evaluation of locomotion performance in the Cheetah-Vel-E environment, typically measured by Average Return.

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 | Locomotion |
| Dataset (including any stated split) | Cheetah-Vel-E (c^r) |
| Metric | Average Return |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Average Return](<https://www.sota2.com/research/sota/locomotion-on-cheetah-vel-e-c-r.md?metric=Average%20Return>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Average Return | Result date | Report paper |
| --- | --- | --- | --- |
| Oracle | -38.3 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Ada-Diffuser + Meta | -39.2 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Ada-Diffuser | -45.8 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Ada-Diffuser | -45.8 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| DF + DynaMITE | -60.2 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| MetaDiffuser | -62.6 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Diffuser + LILAC | -62.6 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| DF + LILAC | -67.8 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| MetaDiffuser | -69.2 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Diffuser + DynaMITE | -76.3 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| DF | -85.6 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| DF | -85.6 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Diffuser | -102.4 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Diffuser | -102.4 | Not recorded | 6a0a9d32dbc836b87d82b534 |

### Oracle

Average Return: -38.3. Result ID: 6a0ad6ae47f34ce924f12f43.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

Recorded evaluation configuration: {"Seeds":"5"}. This record does not assert independent reproduction.

### Ada-Diffuser + Meta

Average Return: -39.2. Result ID: 6a0ad6ae47f34ce924f12f42.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

Recorded evaluation configuration: {"Seeds":"5"}. This record does not assert independent reproduction.

### Ada-Diffuser

Average Return: -45.8. Result ID: 6a0ad6ae47f34ce924f12f1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

Recorded evaluation configuration: {"Backbone Architecture":"Ada-Diffuser-Planner"}. This record does not assert independent reproduction.

### Ada-Diffuser

Average Return: -45.8. Result ID: 6a0ad6ae47f34ce924f12f41.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

Recorded evaluation configuration: {"Seeds":"5"}. This record does not assert independent reproduction.

### DF + DynaMITE

Average Return: -60.2. Result ID: 6a0ad6ae47f34ce924f12f1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

Recorded evaluation configuration: {"Backbone Architecture":"DF","Latent Context Module":"DynaMITE"}. This record does not assert independent reproduction.

### MetaDiffuser

Average Return: -62.6. Result ID: 6a0ad6ae47f34ce924f12f1c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f991e209131cea468a9.md>)

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

### Diffuser + LILAC

Average Return: -62.6. Result ID: 6a0ad6ae47f34ce924f12f40.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

Recorded evaluation configuration: {"Seeds":"5"}. This record does not assert independent reproduction.

### DF + LILAC

Average Return: -67.8. Result ID: 6a0ad6ae47f34ce924f12f1b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

Recorded evaluation configuration: {"Backbone Architecture":"DF","Latent Context Module":"LILAC"}. This record does not assert independent reproduction.

### MetaDiffuser

Average Return: -69.2. Result ID: 6a0ad6ae47f34ce924f12f3e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f991e209131cea468a9.md>)

Recorded evaluation configuration: {"Seeds":"5"}. This record does not assert independent reproduction.

### Diffuser + DynaMITE

Average Return: -76.3. Result ID: 6a0ad6ae47f34ce924f12f3f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

Recorded evaluation configuration: {"Seeds":"5"}. This record does not assert independent reproduction.

### DF

Average Return: -85.6. Result ID: 6a0ad6ae47f34ce924f12f19.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762a1e209131cea6b9aa.md>)

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

### DF

Average Return: -85.6. Result ID: 6a0ad6ae47f34ce924f12f3d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762a1e209131cea6b9aa.md>)

Recorded evaluation configuration: {"Seeds":"5"}. This record does not assert independent reproduction.

### Diffuser

Average Return: -102.4. Result ID: 6a0ad6ae47f34ce924f12f18.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

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

### Diffuser

Average Return: -102.4. Result ID: 6a0ad6ae47f34ce924f12f3c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d32dbc836b87d82b534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"Seeds":"5"}. This record does not assert independent reproduction.

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