# Multi-agent Offline Reinforcement Learning on MPE CN (Expert) Source: [Multi-agent Offline Reinforcement Learning on MPE CN (Expert)]() Collection index: [llms.txt]() Data updated: 2026-03-31T12:30:02.405Z Evaluation of Multi-agent Offline Reinforcement Learning performance on the MPE CN environment using the Expert configuration. 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 (Expert) | | 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 | | --- | --- | --- | --- | | DoF | 136.4 | Not recorded | 69cb55830636e5bf4afca44f | | OMAR | 114.9 | Not recorded | 68fa70b11e209131cea4c9ec | | OMAR | 114.9 | Not recorded | 69cb55830636e5bf4afca44f | | CFCQL | 112 | Not recorded | 68fa70b11e209131cea4c9ec | | CFCQL | 112 | Not recorded | 69cb55830636e5bf4afca44f | | SPaCQL | 111.9 | Not recorded | 69cb55830636e5bf4afca44f | | PLCQL | 110.9 | Not recorded | 69cb55830636e5bf4afca44f | | MATD3-BC | 108.3 | Not recorded | 68fa70b11e209131cea4c9ec | | MA-TD3+BC | 108.3 | Not recorded | 69cb55830636e5bf4afca44f | | MAICQ | 104 | Not recorded | 68fa70b11e209131cea4c9ec | | IQL | 103.7 | Not recorded | 68fa70b11e209131cea4c9ec | | IQL | 103.7 | Not recorded | 69cb55830636e5bf4afca44f | | AWAC | 103.3 | Not recorded | 68fa70b11e209131cea4c9ec | | ICQL | 98.2 | Not recorded | 68fa70b11e209131cea4c9ec | | MACQL | 12.2 | Not recorded | 68fa70b11e209131cea4c9ec | | MACQL | 12.2 | Not recorded | 69cb55830636e5bf4afca44f | ### DoF Score: 136.4. Result ID: 69cbbe4847f34ce924b55cb4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OMAR Score: 114.9. Result ID: 699154033a6c314849075599. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OMAR Score: 114.9. Result ID: 69cbbe4847f34ce924b55cb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CFCQL Score: 112. Result ID: 699154033a6c31484907559d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CFCQL Score: 112. Result ID: 69cbbe4847f34ce924b55cb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPaCQL Score: 111.9. Result ID: 69cbbe4847f34ce924b55cb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLCQL Score: 110.9. Result ID: 69cbbe4847f34ce924b55cb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MATD3-BC Score: 108.3. Result ID: 699154033a6c314849075597. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MA-TD3+BC Score: 108.3. Result ID: 69cbbe4847f34ce924b55cb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAICQ Score: 104. Result ID: 699154033a6c314849075596. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IQL Score: 103.7. Result ID: 699154033a6c31484907559b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IQL Score: 103.7. Result ID: 69cbbe4847f34ce924b55cb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AWAC Score: 103.3. Result ID: 699154033a6c31484907559c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICQL Score: 98.2. Result ID: 699154033a6c314849075598. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MACQL Score: 12.2. Result ID: 699154033a6c31484907559a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MACQL Score: 12.2. Result ID: 69cbbe4847f34ce924b55cb1. [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.