Reinforcement Learning

SDRL: Interpretable and Data-Efficient Deep Reinforcement Learning Leveraging Symbolic Planning AAAI 2019 Sim-Real Joint Reinforcement Transfer for 3D Indoor Navigation CVPR 2019 Strategic Tasks for Explainable Reinforcement Learning AAAI 2019 Surveys without Questions: A Reinforcement Learning Approach AAAI 2019 Switch-Based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning AAAI 2019 To Follow or not to Follow: Selective Imitation Learning from Observations CoRL 2019 Towards Optimal Off-Policy Evaluation for Reinforcement Learning with Marginalized Importance Sampling NeurIPS 2019 Towards Sequence-to-Sequence Reinforcement Learning for Constraint Solving with Constraint-Based Local Search AAAI 2019 Unsupervised Curricula for Visual Meta-Reinforcement Learning NeurIPS 2019 Using a Logarithmic Mapping to Enable Lower Discount Factors in Reinforcement Learning NeurIPS 2019 Value Function in Frequency Domain and the Characteristic Value Iteration Algorithm NeurIPS 2019 Variational Temporal Abstraction NeurIPS 2019 Verifiable and Interpretable Reinforcement Learning through Program Synthesis AAAI 2019 Visceral Machines: Risk-Aversion in Reinforcement Learning with Intrinsic Physiological Rewards ICLR 2019 A Hierarchical Model for Device Placement ICLR 2018 A Language Model based Evaluator for Sentence Compression ACL 2018 A Lyapunov-based Approach to Safe Reinforcement Learning NeurIPS 2018 An Off-policy Policy Gradient Theorem Using Emphatic Weightings NeurIPS 2018 Ask the Right Questions: Active Question Reformulation with Reinforcement Learning ICLR 2018 A Teacher-Student Framework for Maintainable Dialog Manager EMNLP 2018 Autonomous Sub-domain Modeling for Dialogue Policy with Hierarchical Deep Reinforcement Learning EMNLP 2018 CCNet: Cluster-Coordinated Net for Learning Multi-agent Communication Protocols with Reinforcement Learning ACML 2018 Data-Efficient Hierarchical Reinforcement Learning NeurIPS 2018 Deep Reinforcement Learning for NLP ACL 2018 Deep Reinforcement Learning of Marked Temporal Point Processes NeurIPS 2018