Methods

Toward Automatically Measuring Learner Ability from Human-Machine Dialog Interactions using Novel Psychometric Models NAACL 2018 Toward Diverse Text Generation with Inverse Reinforcement Learning IJCAI 2018 Towards one-shot learning for rare-word translation with external experts ACL 2018 Towards Sample Efficient Reinforcement Learning IJCAI 2018 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 TRUNCATED HORIZON POLICY SEARCH: COMBINING REINFORCEMENT LEARNING & IMITATION LEARNING ICLR 2018 Trust-PCL: An Off-Policy Trust Region Method for Continuous Control ICLR 2018 Two Approaches to Ontology Aggregation Based on Axiom Weakening IJCAI 2018 Universal Agent for Disentangling Environments and Tasks 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 Using Reward Machines for High-Level Task Specification and Decomposition in Reinforcement Learning ICML 2018 Variance Reduction for Policy Gradient with Action-Dependent Factorized Baselines ICLR 2018 Variational Inverse Control with Events: A General Framework for Data-Driven Reward Definition NeurIPS 2018 Verifiable Reinforcement Learning via Policy Extraction 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 Achieving Coordination in Multi-Agent Systems by Stable Local Conventions under Community Networks IJCAI 2017 A Covariance Matrix Adaptation Evolution Strategy for Direct Policy Search in Reproducing Kernel Hilbert Space ACML 2017