# Multi-Agent Reinforcement Learning on CN, REF, TREA Aggregate

Source: [Multi-Agent Reinforcement Learning on CN, REF, TREA Aggregate](<https://www.sota2.com/research/sota/multi-agent-reinforcement-learning-on-cn-ref-trea-aggregate>)

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

Data updated: 2026-02-26T05:53:43.965Z

Evaluation of Multi-Agent Reinforcement Learning performance aggregated across the CN, REF, and TREA environments, typically measured by normalized mean performance.

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 | Multi-Agent Reinforcement Learning |
| Dataset (including any stated split) | CN, REF, TREA Aggregate |
| Metric | Normalized Mean Performance |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Normalized Mean Performance](<https://www.sota2.com/research/sota/multi-agent-reinforcement-learning-on-cn-ref-trea-aggregate.md?metric=Normalized%20Mean%20Performance>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Normalized Mean Performance | Result date | Report paper |
| --- | --- | --- | --- |
| DRE-MARL | 9.802 | Not recorded | 68fa6daa1e209131cea3b4de |
| p2p-MARL | 9.104 | Not recorded | 68fa6daa1e209131cea3b4de |
| MADDPG | 9.08 | Not recorded | 68fa6daa1e209131cea3b4de |
| MAAC | 8.091 | Not recorded | 68fa6daa1e209131cea3b4de |
| MAPPO | 6.486 | Not recorded | 68fa6daa1e209131cea3b4de |
| QMIX | 4.762 | Not recorded | 68fa6daa1e209131cea3b4de |
| IQL | 1.99 | Not recorded | 68fa6daa1e209131cea3b4de |

### DRE-MARL

Normalized Mean Performance: 9.802. Result ID: 698fd0973a6c314849fc0f52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4de.md>)

[Implementation](<https://github.com/JF-Hu/DRE-MARL.git>)

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

### p2p-MARL

Normalized Mean Performance: 9.104. Result ID: 698fd0973a6c314849fc0f53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65001e209131cea07bcf.md>)

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

### MADDPG

Normalized Mean Performance: 9.08. Result ID: 698fd0973a6c314849fc0f57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673a1e209131cea150a5.md>)

[Implementation](<https://github.com/openai/multiagent-particle-envs>)

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

### MAAC

Normalized Mean Performance: 8.091. Result ID: 698fd0973a6c314849fc0f55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65dd1e209131cea0ced0.md>)

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

### MAPPO

Normalized Mean Performance: 6.486. Result ID: 698fd0973a6c314849fc0f54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4de.md>)

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

### QMIX

Normalized Mean Performance: 4.762. Result ID: 698fd0973a6c314849fc0f56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64671e209131cea046e9.md>)

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

### IQL

Normalized Mean Performance: 1.99. Result ID: 698fd0973a6c314849fc0f58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6daa1e209131cea3b4de.md>)

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

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