Metric: Median Win Rate (higher is better)
| # | Model↕ | Median Win Rate▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MADDPG | 100 | No | Multi-Agent Actor-Critic for Mixed Cooperative-C... | 2017-06-07 | Code |
| 2 | DRIMA | 100 | No | - | - | - |
| 3 | QTRAN | 100 | No | QTRAN: Learning to Factorize with Transformation... | 2019-05-14 | Code |
| 4 | DMIX | 100 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 5 | QMIX | 96.9 | No | QMIX: Monotonic Value Function Factorisation for... | 2018-03-30 | Code |
| 6 | VDN | 96.9 | No | Value-Decomposition Networks For Cooperative Mul... | 2017-06-16 | Code |
| 7 | IQL | 93.8 | No | The StarCraft Multi-Agent Challenges+ : Learning... | 2022-07-05 | Code |
| 8 | DIQL | 93.8 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 9 | DDN | 90.6 | No | DFAC Framework: Factorizing the Value Function v... | 2021-02-16 | Code |
| 10 | MASAC | 37.5 | No | Decomposed Soft Actor-Critic Method for Cooperat... | 2021-04-14 | Code |
| 11 | COMA | 28.1 | No | Counterfactual Multi-Agent Policy Gradients | 2017-05-24 | Code |