Deep RL

Adaptable replanning with compressed linear action models for learning from demonstrations CoRL 2018 Addressing Function Approximation Error in Actor-Critic Methods ICML 2018 A Deep Reinforcement Learning Based Multimodal Coaching Model (DCM) for Slot Filling in Spoken Language Understanding(SLU) Interspeech 2018 A Finite Time Analysis of Temporal Difference Learning With Linear Function Approximation COLT 2018 Algorithms or Actions? A Study in Large-Scale Reinforcement Learning IJCAI 2018 An Analysis of Categorical Distributional Reinforcement Learning AISTATS 2018 A New Concept of Deep Reinforcement Learning based Augmented General Tagging System COLING 2018 An Inference-Based Policy Gradient Method for Learning Options ICML 2018 An Off-policy Policy Gradient Theorem Using Emphatic Weightings NeurIPS 2018 Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning EMNLP 2018 APRIL: Interactively Learning to Summarise by Combining Active Preference Learning and Reinforcement Learning EMNLP 2018 A Reinforcement Learning-driven Translation Model for Search-Oriented Conversational Systems EMNLP 2018 A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators COLING 2018 Are You Talking to Me? Reasoned Visual Dialog Generation Through Adversarial Learning CVPR 2018 A Skeleton-Based Model for Promoting Coherence Among Sentences in Narrative Story Generation EMNLP 2018 A Smoothed Analysis of the Greedy Algorithm for the Linear Contextual Bandit Problem NeurIPS 2018 A Study of Reinforcement Learning for Neural Machine Translation EMNLP 2018 Asymmetric Actor Critic for Image-Based Robot Learning RSS 2018 A Unified Approach for Multi-step Temporal-Difference Learning with Eligibility Traces in Reinforcement Learning IJCAI 2018 Autonomous Sub-domain Modeling for Dialogue Policy with Hierarchical Deep Reinforcement Learning EMNLP 2018 Autonomous Thermalling as a Partially Observable Markov Decision Process RSS 2018 Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari IJCAI 2018 Balancing Two-Player Stochastic Games with Soft Q-Learning IJCAI 2018 BanditSum: Extractive Summarization as a Contextual Bandit EMNLP 2018 Benchmarking Reinforcement Learning Algorithms on Real-World Robots CoRL 2018