rl.md

deep reinforcement learning

papers

• A Deep Reinforcement Learning Chatbot. arxiv
• A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem. arxiv code
• A Deep Reinforced Model for Abstractive Summarization. arxiv
• A Distributional Perspective on Reinforcement Learning. arxiv
• A Laplacian Framework for Option Discovery in Reinforcement Learning. arxiv ⭐
• Boosting the Actor with Dual Critic. arxiv
• Bridging the Gap Between Value and Policy Based Reinforcement Learning. arxiv
• Car Racing using Reinforcement Learning. pdf
• Cold-Start Reinforcement Learning with Softmax Policy Gradients. arxiv
• Curiosity-driven Exploration by Self-supervised Prediction. arxiv tensorflow
• Deep Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning. arxiv code
• DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning. arxiv code
• Deep Reinforcement Learning: An Overview. arxiv
• Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward. arxiv code
• Deep reinforcement learning from human preferences. arxiv
• Deep Reinforcement Learning that Matters. arxiv code
• Device Placement Optimization with Reinforcement Learning. arxiv
• Distributional Reinforcement Learning with Quantile Regression. arxiv
• End-to-End Optimization of Task-Oriented Dialogue Model with Deep Reinforcement Learning. arxiv
• Evolution Strategies as a Scalable Alternative to Reinforcement Learning. arxiv
• Feature Control as Intrinsic Motivation for Hierarchical Reinforcement Learning. arxiv
• Learning Complex Dexterous Manipulation with Deep Reinforcement Learning and Demonstrations. arxiv
• Learning how to Active Learn: A Deep Reinforcement Learning Approach. arxiv tensorflow
• Learning Multimodal Transition Dynamics for Model-Based Reinforcement Learning. arxiv tensorflow
• MAgent: A Many-Agent Reinforcement Learning Platform for Artificial Collective Intelligence. arxiv code ⭐
• Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm. arxiv
• Micro-Objective Learning : Accelerating Deep Reinforcement Learning through the Discovery of Continuous Subgoals. arxiv
• Neural Architecture Search with Reinforcement Learning. [arxiv](Neural Architecture Search with Reinforcement Learning) tensorflow
• Neural Map: Structured Memory for Deep Reinforcement Learning. arxiv
• Observational Learning by Reinforcement Learning. arxiv
• Overcoming Exploration in Reinforcement Learning with Demonstrations. arxiv
• Practical Network Blocks Design with Q-Learning. arxiv
• Rainbow: Combining Improvements in Deep Reinforcement Learning. arxiv
• Reinforcement Learning for Architecture Search by Network Transformation. arxiv code
• Reinforcement Learning via Recurrent Convolutional Neural Networks. arxiv code
• Reinforcement Learning with a Corrupted Reward Channel. arxiv ⭐
• Reinforcement Learning with Deep Energy-Based Policies. arxiv code
• Reinforcement Learning with External Knowledge and Two-Stage Q-functions for Predicting Popular Reddit Threads. arxiv
• Robust Deep Reinforcement Learning with Adversarial Attacks. arxiv
• Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning. arxiv
• Shallow Updates for Deep Reinforcement Learning. arxiv code
• Stochastic Neural Networks for Hierarchical Reinforcement Learning. pdf code
• Tackling Error Propagation through Reinforcement Learning: A Case of Greedy Dependency Parsing. arxiv code
• Task-Oriented Query Reformulation with Reinforcement Learning. arxiv code
• Teaching a Machine to Read Maps with Deep Reinforcement Learning. arxiv code
• TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning. arxiv code
• Value Prediction Network. arxiv
• Variational Deep Q Network. arxiv
• Virtual-to-real Deep Reinforcement Learning: Continuous Control of Mobile Robots for Mapless Navigation.arxiv
• Zero-Shot Task Generalization with Multi-Task Deep Reinforcement Learning. arxiv