/Deep-Reinforcement-Learning-Algorithms

This is a reconstruction of previous repository(rl-algorithms).

Primary LanguagePython

Deep-Reinforcement-Learning-Algorithms

Introduction

This is a reconstruction of previous repository(rl-algorithms). Most algorithms in it are base algorithms in recent deep reinforcement learning domain(click any one you want).

Requirements

  • python 3.8.3
  • pytorch >= 1.6.0
  • gym 0.18.0

Paper List

Index Algorithms Year Paper URL
1 DQN 2013 https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf
2 DRQN 2015 https://arxiv.org/abs/1507.06527
3 ActorCritic -- --
4 DDPG 2015 https://arxiv.org/abs/1509.02971
5 OptionCritic 2016 https://arxiv.org/pdf/1609.05140.pdf
6 A3C 2016 https://arxiv.org/abs/1602.01783
7 PPO 2017 https://arxiv.org/abs/1707.06347
8 TD3 2018 https://arxiv.org/abs/1802.09477
9 SAC 2018 https://arxiv.org/abs/1801.01290
10 IQN 2018 https://arxiv.org/pdf/1806.06923.pdf