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| | Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor (**SAC**) [[Markdown]](https://github.com/datawhalechina/easy-rl/blob/master/papers/Policy_gradient/Soft%20Actor-Critic_Off-Policy%20Maximum%20Entropy%20Deep%20Reinforcement%20Learning%20with%20a%20Stochastic%20Actor.md) [[PDF]](https://github.com/datawhalechina/easy-rl/blob/master/papers/Policy_gradient/PDF/Soft%20Actor-Critic_Off-Policy%20Maximum%20Entropy%20Deep%20Reinforcement%20Learning%20with%20a%20Stochastic%20Actor.pdf) | https://arxiv.org/abs/1801.01290 | |
| Multi-Agent | IQL | https://web.media.mit.edu/~cynthiab/Readings/tan-MAS-reinfLearn.pdf | |
| | VDN | https://arxiv.org/abs/1706.05296 | |
| | QTRAN | http://proceedings.mlr.press/v97/son19a/son19a.pdf | |
| | QMIX | https://arxiv.org/abs/1803.11485 | |
| | Weighted QMIX | https://arxiv.org/abs/2006.10800 | |
| | COMA | https://ojs.aaai.org/index.php/AAAI/article/download/11794/11653 | |
| | MAPPO | https://arxiv.org/abs/2103.01955 | |
| | MADDPG | | |
| Sparse reward | Hierarchical DQN | https://arxiv.org/abs/1604.06057 | |
| | ICM | https://arxiv.org/pdf/1705.05363.pdf | |
| | HER | https://arxiv.org/pdf/1707.01495.pdf | |