awesome-deeplearning-resources

Deep Reinforcement Learning

• Accelerated Methods for Deep Reinforcement Learning. arxiv
• A Deep Reinforcement Learning Chatbot (Short Version). arxiv
• AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search. arxiv :star:
• A Survey of Inverse Reinforcement Learning: Challenges, Methods and Progress. arxiv
• Composable Deep Reinforcement Learning for Robotic Manipulation. arxiv
• Cooperative Multi-Agent Reinforcement Learning for Low-Level Wireless Communication. arxiv
• Deep Q learning for fooling neural networks. arxiv
• Deep Reinforcement Fuzzing. arxiv
• Deep Reinforcement Learning of Cell Movement in the Early Stage of C. elegans Embryogenesis. arxiv
• Deep Reinforcement Learning For Sequence to Sequence Models. arxiv code
• Deep Reinforcement Learning for Vision-Based Robotic Grasping: A Simulated Comparative Evaluation of Off-Policy Methods. arxiv
• Deep Reinforcement Learning in Portfolio Management. arxiv code
• Deep Reinforcement Learning using Capsules in Advanced Game Environments. arxiv
• Deep Reinforcement Learning with Model Learning and Monte Carlo Tree Search in Minecraft. arxiv
• Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes. arxiv code
• Diversity is All You Need: Learning Skills without a Reward Function. arxiv
• Faster Deep Q-learning using Neural Episodic Control. arxiv
• Feedback-Based Tree Search for Reinforcement Learning. arxiv
• Feudal Reinforcement Learning for Dialogue Management in Large Domains. arxiv
• Forward-Backward Reinforcement Learning. arxiv
• Graph Convolutional Reinforcement Learning for Multi-Agent Cooperation. arxiv
• Hierarchical Reinforcement Learning: Approximating Optimal Discounted TSP Using Local Policies. arxiv
• IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures. arxiv
• Kickstarting Deep Reinforcement Learning. arxiv
• Learning a Prior over Intent via Meta-Inverse Reinforcement Learning. arxiv
• Meta Reinforcement Learning with Distribution of Exploration Parameters Learned by Evolution Strategies. arxiv
• Meta Reinforcement Learning with Latent Variable Gaussian Processes. arxiv
• Multi-Agent Reinforcement Learning: A Report on Challenges and Approaches. arxiv
• Pretraining Deep Actor-Critic Reinforcement Learning Algorithms With Expert Demonstrations. arxiv
• Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents. arxiv
• Recommendations with Negative Feedback via Pairwise Deep Reinforcement Learning. arxiv
• Reinforcement Learning and Control as Probabilistic Inference: Tutorial and Review. arxiv
• Reinforcement Learning from Imperfect Demonstrations. arxiv
• Reinforcement Learning to Rank in E-Commerce Search Engine: Formalization, Analysis, and Application. arxiv
• RUDDER: Return Decomposition for Delayed Rewards. arxiv code
• Semi-parametric Topological Memory for Navigation. arxiv tensorflow
• Shared Autonomy via Deep Reinforcement Learning. arxiv
• Setting up a Reinforcement Learning Task with a Real-World Robot. arxiv
• Simple random search provides a competitive approach to reinforcement learning. arxiv code
• Unsupervised Meta-Learning for Reinforcement Learning. arxiv
• Using reinforcement learning to learn how to play text-based games. arxiv

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