RLStuff

A collection of me playing around with Reinforcement Learning and other stuff.

Implemented Algorithms

• Q Learning
• Deep Q Learning
• REINFORCE
• REINFORCE with Baseline
• Actor-Critic TD(0)
• Actor-Critic Forward-view TD(λ)
• Actor-Critic Backward-view TD(λ)
• Off-Policy Actor Critic
• Compatible Off-Policy Deterministic Actor-Critic with Q Critic
• Deep Deterministic Policy Gradient
• Proximal Policy Optimization

Interesting papers

• Deep Reinforcement Learning that Matters
• Implemmentation Matters in Deep Policy Gradients: A Case Study on PPO and TRPO
• What Matters In On-Policy Reinforcement Learning? A Large-Scale Empirical Study