# Navigation on humanoidmaze-large-navigate v0 (test)

Source: [Navigation on humanoidmaze-large-navigate v0 (test)](<https://www.sota2.com/research/sota/navigation-on-humanoidmaze-large-navigate-v0-test>)

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

Data updated: 2026-06-04T11:05:44.265Z

Evaluation of agent navigation performance on the test split of the HumanoidMaze Large Navigate v0 environment, measured by success rate.

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 | Navigation |
| Dataset (including any stated split) | humanoidmaze-large-navigate v0 (test) |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher 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

- [Success Rate](<https://www.sota2.com/research/sota/navigation-on-humanoidmaze-large-navigate-v0-test.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| OTA | 83 | Not recorded | 6a2106ccc10484bac23f03b5 |
| DAF | 66 | Not recorded | 6a2106ccc10484bac23f03b5 |
| HIQL | 48.6 | Not recorded | 69dc785d7d0172140ec788df |
| HIQL | 45 | Not recorded | 6a2106ccc10484bac23f03b5 |
| HIFQL | 28.8 | Not recorded | 69dc785d7d0172140ec788df |
| CRL | 26 | Not recorded | 6a2106ccc10484bac23f03b5 |
| CRL DUAL | 21 | Not recorded | 6a2106ccc10484bac23f03b5 |
| MQE | 20 | Not recorded | 6a2106ccc10484bac23f03b5 |
| CRL | 17.3 | Not recorded | 69dc785d7d0172140ec788df |
| QRL | 6.1 | Not recorded | 69dc785d7d0172140ec788df |
| GCIVL | 5 | Not recorded | 6a2106ccc10484bac23f03b5 |
| GCIQL | 4 | Not recorded | 6a2106ccc10484bac23f03b5 |
| GCIVL DUAL | 4 | Not recorded | 6a2106ccc10484bac23f03b5 |
| GCIQL | 2.3 | Not recorded | 69dc785d7d0172140ec788df |
| GCIVL | 1.8 | Not recorded | 69dc785d7d0172140ec788df |
| GCBC | 1 | Not recorded | 69dc785d7d0172140ec788df |

### OTA

Success Rate: 83. Result ID: 6a215bf5fbc373592c1df573.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea7949b.md>)

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

### DAF

Success Rate: 66. Result ID: 6a215bf5fbc373592c1df571.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

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

### HIQL

Success Rate: 48.6. Result ID: 69dca80a47f34ce924c3913f.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5655e.md>)

[Implementation](<https://github.com/seohongpark/HIQL>)

Recorded evaluation configuration: {"Observation":"State-based"}. This record does not assert independent reproduction.

### HIQL

Success Rate: 45. Result ID: 6a215bf5fbc373592c1df572.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5655e.md>)

[Implementation](<https://github.com/seohongpark/HIQL>)

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

### HIFQL

Success Rate: 28.8. Result ID: 69dca80a47f34ce924c39140.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788df.md>)

Recorded evaluation configuration: {"Observation":"State-based"}. This record does not assert independent reproduction.

### CRL

Success Rate: 26. Result ID: 6a215bf5fbc373592c1df575.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8f1e209131cea40a04.md>)

[Implementation](<https://ben-eysenbach.github.io/contrastive_rl>)

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

### CRL DUAL

Success Rate: 21. Result ID: 6a215bf5fbc373592c1df576.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8f1e209131cea40a04.md>)

[Implementation](<https://ben-eysenbach.github.io/contrastive_rl>)

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

### MQE

Success Rate: 20. Result ID: 6a215bf5fbc373592c1df574.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72adb.md>)

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

### CRL

Success Rate: 17.3. Result ID: 69dca80a47f34ce924c3913e.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8f1e209131cea40a04.md>)

[Implementation](<https://ben-eysenbach.github.io/contrastive_rl>)

Recorded evaluation configuration: {"Observation":"State-based"}. This record does not assert independent reproduction.

### QRL

Success Rate: 6.1. Result ID: 69dca80a47f34ce924c3913d.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea506a1.md>)

Recorded evaluation configuration: {"Observation":"State-based"}. This record does not assert independent reproduction.

### GCIVL

Success Rate: 5. Result ID: 6a215bf5fbc373592c1df578.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

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

### GCIQL

Success Rate: 4. Result ID: 6a215bf5fbc373592c1df577.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af71e209131cea2b67f.md>)

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

### GCIVL DUAL

Success Rate: 4. Result ID: 6a215bf5fbc373592c1df579.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ccc10484bac23f03b5.md>)

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

### GCIQL

Success Rate: 2.3. Result ID: 69dca80a47f34ce924c3913c.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af71e209131cea2b67f.md>)

Recorded evaluation configuration: {"Observation":"State-based"}. This record does not assert independent reproduction.

### GCIVL

Success Rate: 1.8. Result ID: 69dca80a47f34ce924c3913b.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af71e209131cea2b67f.md>)

Recorded evaluation configuration: {"Observation":"State-based"}. This record does not assert independent reproduction.

### GCBC

Success Rate: 1. Result ID: 69dca80a47f34ce924c3913a.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686f1e209131cea1c316.md>)

Recorded evaluation configuration: {"Observation":"State-based"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
