Methods

A Case Study on the Importance of Belief State Representation for Dialogue Policy Management Interspeech 2018 Accelerating Natural Gradient with Higher-Order Invariance ICML 2018 Action-Constrained Markov Decision Processes With Kullback-Leibler Cost COLT 2018 Action-dependent Control Variates for Policy Optimization via Stein Identity ICLR 2018 Actor-Critic Fictitious Play in Simultaneous Move Multistage Games AISTATS 2018 Actor-Critic Policy Optimization in Partially Observable Multiagent Environments NeurIPS 2018 Adaptable replanning with compressed linear action models for learning from demonstrations CoRL 2018 Adaptive Multi-pass Decoder for Neural Machine Translation EMNLP 2018 Addressing Function Approximation Error in Actor-Critic Methods ICML 2018 A Deep Bayesian Policy Reuse Approach Against Non-Stationary Agents NeurIPS 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 An Efficient, Generalized Bellman Update For Cooperative Inverse Reinforcement Learning ICML 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