Deep RL

Towards Synthesizing Complex Programs From Input-Output Examples ICLR 2018 Transfer in Deep Reinforcement Learning Using Successor Features and Generalised Policy Improvement ICML 2018 Transfer of Deep Reactive Policies for MDP Planning NeurIPS 2018 TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning ICLR 2018 Trust-PCL: An Off-Policy Trust Region Method for Continuous Control ICLR 2018 Unsupervised Learning based Jump-Diffusion Process for Object Tracking in Video Surveillance IJCAI 2018 Unsupervised Video Object Segmentation for Deep Reinforcement Learning NeurIPS 2018 Using a Deep Learning Dialogue Research Toolkit in a Multilingual Multidomain Practical Application IJCAI 2018 Variational Inverse Control with Events: A General Framework for Data-Driven Reward Definition NeurIPS 2018 Video Captioning via Hierarchical Reinforcement Learning CVPR 2018 Virtual-to-Real: Learning to Control in Visual Semantic Segmentation IJCAI 2018 Visual Reinforcement Learning with Imagined Goals NeurIPS 2018 Accelerating Stochastic Composition Optimization JMLR 2017 Action-Decision Networks for Visual Tracking With Deep Reinforcement Learning CVPR 2017 Agent-Aware Dropout DQN for Safe and Efficient On-line Dialogue Policy Learning EMNLP 2017 A Monte Carlo Tree Search approach to Active Malware Analysis IJCAI 2017 An Empirical Analysis of Multiple-Turn Reasoning Strategies in Reading Comprehension Tasks IJCNLP 2017 Approximate Value Iteration with Temporally Extended Actions (Extended Abstract) IJCAI 2017 A Reinforcement Learning Approach to the View Planning Problem CVPR 2017 Attention-Aware Face Hallucination via Deep Reinforcement Learning CVPR 2017 Automatic Text Summarization Using Reinforcement Learning with Embedding Features IJCNLP 2017 Averaged-DQN: Variance Reduction and Stabilization for Deep Reinforcement Learning ICML 2017 Boltzmann Exploration Done Right NeurIPS 2017 Budget-Aware Deep Semantic Video Segmentation CVPR 2017 CAD2RL: Real Single-Image Flight Without a Single Real Image RSS 2017