# Dec-POMDP Policy Learning and Planning on MARS ROVERS 256, 6, 8

Source: [Dec-POMDP Policy Learning and Planning on MARS ROVERS 256, 6, 8](<https://www.sota2.com/research/sota/dec-pomdp-policy-learning-and-planning-on-mars-rovers-256-6-8>)

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

Data updated: 2026-06-05T06:40:27.185Z

Evaluation of Decentralized Partially Observable Markov Decision Process (Dec-POMDP) policy learning and planning performance on the MARS ROVERS environment configured with parameters (256, 6, 8). Performance is measured by Policy Value, Controller size, and CPU Time.

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 | Dec-POMDP Policy Learning and Planning |
| Dataset (including any stated split) | MARS ROVERS 256, 6, 8 |
| Metric | Policy Value |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Policy Value](<https://www.sota2.com/research/sota/dec-pomdp-policy-learning-and-planning-on-mars-rovers-256-6-8.md?metric=Policy%20Value>): Higher is better; unit: SCALAR.

- [Controller Size \|Z\|](<https://www.sota2.com/research/sota/dec-pomdp-policy-learning-and-planning-on-mars-rovers-256-6-8.md?metric=Controller%20Size%20%7CZ%7C>): Lower is better; unit: SIZE.

- [CPU Time (s)](<https://www.sota2.com/research/sota/dec-pomdp-policy-learning-and-planning-on-mars-rovers-256-6-8.md?metric=CPU%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Policy Value | Result date | Report paper |
| --- | --- | --- | --- |
| FB-HSVI | 26.94 | Not recorded | 68fa622b1e209131ce9f7d42 |
| Dec-SBPR | 20.62 | Not recorded | 68fa622b1e209131ce9f7d42 |
| PERIEM | 18.13 | Not recorded | 68fa622b1e209131ce9f7d42 |
| Dec-SBPR | 15.2 | Not recorded | 68fa622b1e209131ce9f7d42 |
| MCEM | 8.16 | Not recorded | 68fa622b1e209131ce9f7d42 |

### FB-HSVI

Policy Value: 26.94. Result ID: 6a226eecfbc373592c1fa872.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622b1e209131ce9f7d42.md>)

Recorded evaluation configuration: {"Model Knowledge":"Known Model"}. This record does not assert independent reproduction.

### Dec-SBPR

Policy Value: 20.62. Result ID: 6a226eecfbc373592c1fa86e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622b1e209131ce9f7d42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622b1e209131ce9f7d42.md>)

Recorded evaluation configuration: {"Model Knowledge":"Unknown Model","Termination Criterion":"Fixed Iteration"}. This record does not assert independent reproduction.

### PERIEM

Policy Value: 18.13. Result ID: 6a226eecfbc373592c1fa871.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622b1e209131ce9f7d42.md>)

Recorded evaluation configuration: {"Model Knowledge":"Known Model"}. This record does not assert independent reproduction.

### Dec-SBPR

Policy Value: 15.2. Result ID: 6a226eecfbc373592c1fa86f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622b1e209131ce9f7d42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622b1e209131ce9f7d42.md>)

Recorded evaluation configuration: {"Model Knowledge":"Unknown Model","Termination Criterion":"Fixed Time"}. This record does not assert independent reproduction.

### MCEM

Policy Value: 8.16. Result ID: 6a226eecfbc373592c1fa870.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622b1e209131ce9f7d42.md>)

Recorded evaluation configuration: {"Model Knowledge":"Unknown Model"}. This record does not assert independent reproduction.

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