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Shangtong Zhang
2018-04-08 09:26:24 -06:00
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@@ -24,31 +24,31 @@ Following asynchronous algorithms are removed now in this repo but can be found
> Curves for CartPole are trivial so I didn't place it here. And there isn't any fixed random seed. The curves are generated in the same manner as OpenAI baselines (one run and smoothed by recent 100 episodes)
## DQN
> BreakoutNoFrameSkip-v4
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/dqn_pixel_atari-180407-01414.png.png)
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/dqn_pixel_atari-180407-01414.png)
## Categorical DQN
> BreakoutNoFrameskip-v4
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/categorical_dqn_pixel_atari-180407-094006.png.png)
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/categorical_dqn_pixel_atari-180407-094006.png)
## Quantile Regression DQN
> BreakoutNoFrameskip-v4
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/quantile_regression_dqn_pixel_atari-180407-01604.png.png)
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/quantile_regression_dqn_pixel_atari-180407-01604.png)
## A2C
> BreakoutNoFrameskip-v4
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/a2c_pixel_atari-180407-92711.png.png)
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/a2c_pixel_atari-180407-92711.png)
## N-Step Q-Learning
> BreakoutNoFrameskip-v4
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/dqn_pixel_atari-180407-01414.png.png)
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/dqn_pixel_atari-180407-01414.png)
## DDPG
> RoboschoolHopper-v1
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/ddpg_continuous-180407-234141.png.png)
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/ddpg_continuous-180407-234141.png)
## PPO
> RoboschoolHopper-v1
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/ppo_continuous-180408-002056.png.png)
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/ppo_continuous-180408-002056.png)
## Action Conditional Video Prediction
![Loading...](https://raw.githubusercontent.com/ShangtongZhang/DeepRL/master/images/ACVP.png)