# Locomotion on Cheetah-Wind-S c^s

Source: [Locomotion on Cheetah-Wind-S c^s](<https://www.sota2.com/research/sota/locomotion-on-cheetah-wind-s-c-s>)

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

Data updated: 2026-05-18T09:08:28.375Z

Evaluation of locomotion performance on the Cheetah-Wind-S environment variant, 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-Wind-S c^s |
| 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-wind-s-c-s.md?metric=Average%20Return>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Average Return | Result date | Report paper |
| --- | --- | --- | --- |
| Oracle | -58.1 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Ada-Diffuser + Meta | -65.3 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Ada-Diffuser | -73.5 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Ada-Diffuser | -73.5 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| DF + DynaMITE | -87.2 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Diffuser + DynaMITE | -94.3 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| DF + LILAC | -96.7 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| DF | -102 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| DF | -102 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| MetaDiffuser | -105.6 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Diffuser + LILAC | -105.6 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| MetaDiffuser | -106.8 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Diffuser | -148.5 | Not recorded | 6a0a9d32dbc836b87d82b534 |
| Diffuser | -148.5 | Not recorded | 6a0a9d32dbc836b87d82b534 |

### Oracle

Average Return: -58.1. Result ID: 6a0ad6ae47f34ce924f12f33.

[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: -65.3. Result ID: 6a0ad6ae47f34ce924f12f32.

[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: -73.5. Result ID: 6a0ad6ae47f34ce924f12f17.

[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: -73.5. Result ID: 6a0ad6ae47f34ce924f12f31.

[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: -87.2. Result ID: 6a0ad6ae47f34ce924f12f14.

[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.

### Diffuser + DynaMITE

Average Return: -94.3. Result ID: 6a0ad6ae47f34ce924f12f2f.

[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: -96.7. Result ID: 6a0ad6ae47f34ce924f12f15.

[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.

### DF

Average Return: -102. Result ID: 6a0ad6ae47f34ce924f12f13.

[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: -102. Result ID: 6a0ad6ae47f34ce924f12f2d.

[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.

### MetaDiffuser

Average Return: -105.6. Result ID: 6a0ad6ae47f34ce924f12f16.

[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: -105.6. Result ID: 6a0ad6ae47f34ce924f12f30.

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

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

### MetaDiffuser

Average Return: -106.8. Result ID: 6a0ad6ae47f34ce924f12f2e.

[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

Average Return: -148.5. Result ID: 6a0ad6ae47f34ce924f12f12.

[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: -148.5. Result ID: 6a0ad6ae47f34ce924f12f2c.

[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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