Benchmarking Batch Deep Reinforcement Learning Algorithms

arxiv:1910.01708

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Reinforcement learning · 2019-10-03

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1. Part 1
2. Part 2
3. Part 3

Contents

• Benchmarking Batch Deep Reinforcement Learning Algorithms
• Abstract
• 1 Introduction
• 2 Preliminaries
• 3 Batch Deep Reinforcement Learning Algorithms
• 4 Discrete Batch-Constrained Deep Q-learning
• 5 Experiments
• 6 Conclusion
• Appendix A Experimental Details
• A.1 Atari Preprocessing.
• A.2 Architecture and Hyper-parameters.
• Instructions for reporting errors