# Multi-Agent Reinforcement Learning on CN-q rac-dist (test) Source: [Multi-Agent Reinforcement Learning on CN-q rac-dist (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:01.739Z Evaluation of Multi-Agent Reinforcement Learning performance on the test split of the CN-q rac-dist environment, measured by episodic rewards and normalized 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-q rac-dist (test) | | Metric | Mean Episodic Reward (q=3) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Mean Episodic Reward (q=3)](): Higher is better; unit: SCALAR. - [Mean Episodic Reward (q=7)](): Higher is better; unit: SCALAR. - [Mean Episodic Reward (q=10)](): Higher is better; unit: SCALAR. - [Normalized Performance](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mean Episodic Reward (q=3) | Result date | Report paper | | --- | --- | --- | --- | | DRE-MARL | 144 | Not recorded | 68fa6daa1e209131cea3b4de | | MADDPG | 138 | Not recorded | 68fa6daa1e209131cea3b4de | | DRE-MARL | 133 | Not recorded | 68fa6daa1e209131cea3b4de | | MAAC | 132 | Not recorded | 68fa6daa1e209131cea3b4de | | DRE-MARL | 129 | Not recorded | 68fa6daa1e209131cea3b4de | | DRE-MARL | 126 | Not recorded | 68fa6daa1e209131cea3b4de | | GRE-MARL | 113 | Not recorded | 68fa6daa1e209131cea3b4de | | DRE-MARL | 99 | Not recorded | 68fa6daa1e209131cea3b4de | | p2p-MARL | 92 | Not recorded | 68fa6daa1e209131cea3b4de | | MAPPO | 10 | Not recorded | 68fa6daa1e209131cea3b4de | | QMIX | -4 | Not recorded | 68fa6daa1e209131cea3b4de | | IQL | -66 | Not recorded | 68fa6daa1e209131cea3b4de | ### DRE-MARL Mean Episodic Reward (q=3): 144. Result ID: 698fd0973a6c314849fc0e7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation Scheme":"l\_MO + g\_MO","Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### MADDPG Mean Episodic Reward (q=3): 138. Result ID: 698fd0973a6c314849fc0e84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### DRE-MARL Mean Episodic Reward (q=3): 133. Result ID: 698fd0973a6c314849fc0e80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation Scheme":"l\_SMO + g\_ss","Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### MAAC Mean Episodic Reward (q=3): 132. Result ID: 698fd0973a6c314849fc0e86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### DRE-MARL Mean Episodic Reward (q=3): 129. Result ID: 698fd0973a6c314849fc0e7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation Scheme":"l\_ss + g\_ss","Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### DRE-MARL Mean Episodic Reward (q=3): 126. Result ID: 698fd0973a6c314849fc0e7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation Scheme":"l\_SMO + g\_MO","Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### GRE-MARL Mean Episodic Reward (q=3): 113. Result ID: 698fd0973a6c314849fc0e83. [Reporting paper]() Recorded evaluation configuration: {"Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### DRE-MARL Mean Episodic Reward (q=3): 99. Result ID: 698fd0973a6c314849fc0e81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation Scheme":"l\_SMO","Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### p2p-MARL Mean Episodic Reward (q=3): 92. Result ID: 698fd0973a6c314849fc0e82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### MAPPO Mean Episodic Reward (q=3): 10. Result ID: 698fd0973a6c314849fc0e85. [Reporting paper]() Recorded evaluation configuration: {"Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### QMIX Mean Episodic Reward (q=3): -4. Result ID: 698fd0973a6c314849fc0e87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. ### IQL Mean Episodic Reward (q=3): -66. Result ID: 698fd0973a6c314849fc0e88. [Reporting paper]() Recorded evaluation configuration: {"Training Reward":"Individual","Evaluation Setting":"rac-dist"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.