Curiosity-driven Exploration by Self-supervised Prediction

• [x] Advantage Actor critic [1]
• [x] Parallel Advantage Actor critic [2]
• [x] Curiosity-driven Exploration by Self-supervised Prediction [3] [5]
• [x] Proximal Policy Optimization Algorithms [4]

1. Setup

Requirements

• python3.6
• gym
• OpenCV Python
• PyTorch
• tensorboardX

2. How to Train

Modify the parameters in config.conf as you like.

python train.py

3. How to Eval

python eval.py

4. Loss/Reward Graph

• Breakout Env

References

[1] Actor-Critic Algorithms
[2] Efficient Parallel Methods for Deep Reinforcement Learning
[3] Curiosity-driven Exploration by Self-supervised Prediction
[4] Proximal Policy Optimization Algorithms
[5] Large-Scale Study of Curiosity-Driven Learning