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 | 97.22 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 3 | DPLEX | 96.88 | No | A Unified Framework for Factorizing Distribution... | 2023-06-04 | Code |
| 4 | QPLEX | 96.88 | No | A Unified Framework for Factorizing Distribution... | 2023-06-04 | Code |
| 5 | DMIX | 95.11 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 6 | QMIX | 92.44 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 7 | VDN | 89.2 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 8 | DIQL | 85.23 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 9 | QMIX | 69 | No | Monotonic Value Function Factorisation for Deep ... | 2020-03-19 | Code |
| 10 | QMIX | 69 | No | Monotonic Value Function Factorisation for Deep ... | 2020-03-19 | Code |
| 11 | IQL | 68.92 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 12 | VDN | 1 | No | The StarCraft Multi-Agent Challenge | 2019-02-11 | Code |
| 13 | IQL | 0 | No | - | - | Code |
| 14 | Heuristic | 0 | No | - | - | Code |