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@@ -22,27 +22,27 @@ Note that ```model.py```,```memory.py```,```plot.py``` shall be utilized in diff
python 3.7.9、pytorch 1.6.0、gym 0.18.0
## Usage
run ```main.py``` or ```main.ipynb```
run ```main.py``` or ```main.ipynb```, or run files with ```task```(like ```task1.py```)
## Schedule
| Name | Related materials | Used Envs | Notes |
| :--------------------------------------: | :---------------------------------------------------------: | ------------------------------------- | :------: |
| [On-Policy First-Visit MC](./MonteCarlo) | | [Racetrack](./envs/racetrack_env.md) | |
| [Q-Learning](./QLearning) | | [CliffWalking-v0](./envs/gym_info.md) | |
| [Sarsa](./Sarsa) | | [Racetrack](./envs/racetrack_env.md) | |
| [DQN](./DQN) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./envs/gym_info.md) | |
| [DQN-cnn](./DQN_cnn) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./envs/gym_info.md) | |
| [DoubleDQN](./DoubleDQN) | | [CartPole-v0](./envs/gym_info.md) | not well |
| [Hierarchical DQN](HierarchicalDQN) | [Hierarchical DQN](https://arxiv.org/abs/1604.06057) | [CartPole-v0](./envs/gym_info.md) | |
| [PolicyGradient](./PolicyGradient) | | [CartPole-v0](./envs/gym_info.md) | |
| A2C | | [CartPole-v0](./envs/gym_info.md) | |
| A3C | | | |
| SAC | | | |
| [PPO](./PPO) | [PPO paper](https://arxiv.org/abs/1707.06347) | [CartPole-v0](./envs/gym_info.md) | |
| [DDPG](./DDPG) | [DDPG Paper](https://arxiv.org/abs/1509.02971) | [Pendulum-v0](./envs/gym_info.md) | |
| TD3 | [Twin Dueling DDPG Paper](https://arxiv.org/abs/1802.09477) | | |
| GAIL | | | |
| Name | Related materials | Used Envs | Notes |
| :--------------------------------------: | :---------------------------------------------------------: | ------------------------------------- | :---: |
| [On-Policy First-Visit MC](./MonteCarlo) | | [Racetrack](./envs/racetrack_env.md) | |
| [Q-Learning](./QLearning) | | [CliffWalking-v0](./envs/gym_info.md) | |
| [Sarsa](./Sarsa) | | [Racetrack](./envs/racetrack_env.md) | |
| [DQN](./DQN) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./envs/gym_info.md) | |
| [DQN-cnn](./DQN_cnn) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./envs/gym_info.md) | |
| [DoubleDQN](./DoubleDQN) | | [CartPole-v0](./envs/gym_info.md) | |
| [Hierarchical DQN](HierarchicalDQN) | [Hierarchical DQN](https://arxiv.org/abs/1604.06057) | [CartPole-v0](./envs/gym_info.md) | |
| [PolicyGradient](./PolicyGradient) | | [CartPole-v0](./envs/gym_info.md) | |
| A2C | [A3C Paper](https://arxiv.org/abs/1602.01783) | [CartPole-v0](./envs/gym_info.md) | |
| A3C | [A3C Paper](https://arxiv.org/abs/1602.01783) | | |
| SAC | [SAC Paper](https://arxiv.org/abs/1801.01290) | | |
| [PPO](./PPO) | [PPO paper](https://arxiv.org/abs/1707.06347) | [CartPole-v0](./envs/gym_info.md) | |
| [DDPG](./DDPG) | [DDPG Paper](https://arxiv.org/abs/1509.02971) | [Pendulum-v0](./envs/gym_info.md) | |
| [TD3](./TD3) | [TD3 Paper](https://arxiv.org/abs/1802.09477) | HalfCheetah-v2 | |
| GAIL | | | |
## Refs
@@ -52,4 +52,4 @@ run ```main.py``` or ```main.ipynb```
[RL-Adventure](https://github.com/higgsfield/RL-Adventure)
https://www.cnblogs.com/lucifer1997/p/13458563.html