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John Jim
2021-03-23 21:24:27 +08:00
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| [Q-Learning](./codes/QLearning) | | [CliffWalking-v0](./codes/envs/gym_info.md) | |
| [Sarsa](./codes/Sarsa) | | [Racetrack](./codes/envs/racetrack_env.md) | |
| [DQN](./codes/DQN) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./codes/envs/gym_info.md) | |
| DQN-cnn | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./codes/envs/gym_info.md) | 与DQN相比使用了CNN而不是全链接网络 |
| [DQN-cnn](./codes/DQN_cnn) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./codes/envs/gym_info.md) | 与DQN相比使用了CNN而不是全链接网络 |
| [DoubleDQN](./codes/DoubleDQN) | | [CartPole-v0](./codes/envs/gym_info.md) | 效果不好，待改进 |
| Hierarchical DQN | [Hierarchical DQN](https://arxiv.org/abs/1604.06057) | | |
| [PolicyGradient](./codes/PolicyGradient) | | [CartPole-v0](./codes/envs/gym_info.md) | |