Metric: Median Win Rate (higher is better)
| # | Model↕ | Median Win Rate▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ACE | 100 | No | ACE: Cooperative Multi-agent Q-learning with Bid... | 2022-11-29 | Code |
| 2 | DDN | 95.4 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 3 | DIQL | 91.62 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 4 | DMIX | 90.45 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 5 | VDN | 85.34 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 6 | IQL | 84.87 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 7 | DPLEX | 81.25 | No | A Unified Framework for Factorizing Distribution... | 2023-06-04 | Code |
| 8 | QPLEX | 75 | No | A Unified Framework for Factorizing Distribution... | 2023-06-04 | Code |
| 9 | QMIX | 37.61 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 10 | QMIX | 1 | No | Monotonic Value Function Factorisation for Deep ... | 2020-03-19 | Code |
| 11 | QMIX | 1 | No | Monotonic Value Function Factorisation for Deep ... | 2020-03-19 | Code |
| 12 | IQL | 0 | No | - | - | Code |
| 13 | Heuristic | 0 | No | - | - | Code |