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 | 94.03 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 3 | DMIX | 91.08 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 4 | DPLEX | 90.62 | No | A Unified Framework for Factorizing Distribution... | 2023-06-04 | Code |
| 5 | VDN | 89.2 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 6 | QPLEX | 84.38 | No | A Unified Framework for Factorizing Distribution... | 2023-06-04 | Code |
| 7 | QMIX | 67.22 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 8 | DIQL | 62.22 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 9 | IQL | 29.83 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 10 | VDN | 2 | No | The StarCraft Multi-Agent Challenge | 2019-02-11 | Code |
| 11 | QMIX | 2 | No | Monotonic Value Function Factorisation for Deep ... | 2020-03-19 | Code |
| 12 | IQL | 0 | No | - | - | Code |
| 13 | Heuristic | 0 | No | - | - | Code |