# Multi-agent Offline Reinforcement Learning on MPE CN (Medium) Source: [Multi-agent Offline Reinforcement Learning on MPE CN (Medium)]() Collection index: [llms.txt]() Data updated: 2026-03-31T12:30:02.367Z Evaluation of Multi-agent Offline Reinforcement Learning performance on the MPE CN (Medium) environment. 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 Offline Reinforcement Learning | | Dataset (including any stated split) | MPE CN (Medium) | | Metric | Score | | Unit | SCALAR | | 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 - [Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Score | Result date | Report paper | | --- | --- | --- | --- | | PLCQL | 85.1 | Not recorded | 69cb55830636e5bf4afca44f | | SPaCQL | 78.6 | Not recorded | 69cb55830636e5bf4afca44f | | DoF | 75.6 | Not recorded | 69cb55830636e5bf4afca44f | | CFCQL | 65 | Not recorded | 68fa70b11e209131cea4c9ec | | CFCQL | 65 | Not recorded | 69cb55830636e5bf4afca44f | | OMAR | 47.9 | Not recorded | 68fa70b11e209131cea4c9ec | | OMAR | 47.9 | Not recorded | 69cb55830636e5bf4afca44f | | ICQL | 34.1 | Not recorded | 68fa70b11e209131cea4c9ec | | MAICQ | 29.3 | Not recorded | 68fa70b11e209131cea4c9ec | | MATD3-BC | 29.3 | Not recorded | 68fa70b11e209131cea4c9ec | | MA-TD3+BC | 29.3 | Not recorded | 69cb55830636e5bf4afca44f | | IQL | 28.2 | Not recorded | 68fa70b11e209131cea4c9ec | | IQL | 28.2 | Not recorded | 69cb55830636e5bf4afca44f | | AWAC | 25.7 | Not recorded | 68fa70b11e209131cea4c9ec | | MACQL | 14.3 | Not recorded | 68fa70b11e209131cea4c9ec | | MACQL | 14.3 | Not recorded | 69cb55830636e5bf4afca44f | ### PLCQL Score: 85.1. Result ID: 69cbbe4847f34ce924b55cbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPaCQL Score: 78.6. Result ID: 69cbbe4847f34ce924b55cbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DoF Score: 75.6. Result ID: 69cbbe4847f34ce924b55cbc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CFCQL Score: 65. Result ID: 699154033a6c314849075595. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CFCQL Score: 65. Result ID: 69cbbe4847f34ce924b55cbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OMAR Score: 47.9. Result ID: 699154033a6c314849075591. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OMAR Score: 47.9. Result ID: 69cbbe4847f34ce924b55cb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICQL Score: 34.1. Result ID: 699154033a6c314849075590. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAICQ Score: 29.3. Result ID: 699154033a6c31484907558e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MATD3-BC Score: 29.3. Result ID: 699154033a6c31484907558f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MA-TD3+BC Score: 29.3. Result ID: 69cbbe4847f34ce924b55cbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IQL Score: 28.2. Result ID: 699154033a6c314849075593. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IQL Score: 28.2. Result ID: 69cbbe4847f34ce924b55cba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AWAC Score: 25.7. Result ID: 699154033a6c314849075594. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MACQL Score: 14.3. Result ID: 699154033a6c314849075592. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MACQL Score: 14.3. Result ID: 69cbbe4847f34ce924b55cb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.