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DRL-Tutorial

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Algorithm Authors Publication Code Classification Features Detailed
Markov Decision Processes (MDP) Puterman, M.L John Wiley & Sons 2014 / Model / TBD
Temporal Difference (TD) Learning Tesauro, G. Communications of the ACM 1995 / Cornerstone TBD TBD
Q-Learning Watkins, C. J. et al. Machine Learning 1992 / / Q Table TBD
Deep Q-Networks (DQN) Mnih, V. et al. Nature 2015 PyTorch Q Networks Deep network + Q-learning TBD
Deep Deterministic Policy Gradient (DDPG) Lillicrap, T.P. et al. arXiv 2015 TBD AC Continuous control TBD
Trust Region Policy Optimization (TRPO) Schulman, J. et al. ICML 2015 TBD Policy TBD TBD
Prioritized Experience Replay (PER) Schaul, T. et al. arXiv 2015 TBD Replay TBD TBD
Deep Recurrent Q-Network (DRQN) Hausknecht, M. et al. AAAI 2015 TBD Q Networks TBD TBD
Monte-Carlo Tree Search (MCTS) Silver, D. et al. Nature 2016 TBD TBD TBD TBD
Double DQN Van Hasselt, H. et al. AAAI 2016 TBD Q Networks TBD TBD
Dueling DQN Wang, Z. et al. ICML 2016 TBD Q Networks TBD TBD
Asynchronous Advantage Actor-Critic (A3C) Mnih, V. et al. ICML 2016 TBD AC TBD TBD
Noise Networks Fortunato, M. et al. arXiv 2017 TBD Exploration TBD TBD
Hindsight Experience Replay (HER) Andrychowicz, M. et al. NeurIPS 2017 TBD Replay TBD TBD
Soft Q-Learning (SQL) Haarnoja, T. et al. ICML 2017 TBD TBD TBD TBD
Distributional DQN Bellemare, M.G. et al. ICML 2017 TBD Q Networks TBD TBD
Proximal Policy Optimization (PPO) Schulman, J. et al. arXiv 2017 TBD Policy TBD TBD
Multi-Agent DDPG (MADDPG) Lowe, R. et al. NeurIPS 2017 TBD MADRL TBD TBD
FeUdal Networks Vezhnevets, A.S. et al. ICML 2017 TBD HRL TBD TBD
Twin Delayed DDPG (TD3) Fujimoto, S. et al. ICML 2018 TBD AC TBD TBD
Soft Actor-Critic (SAC) Haarnoja, T. et al. ICML 2019 TBD AC TBD TBD
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