Methods

From Credit Assignment to Entropy Regularization: Two New Algorithms for Neural Sequence Prediction ACL 2018 Fully Decentralized Multi-Agent Reinforcement Learning with Networked Agents ICML 2018 Generative Temporal Models with Spatial Memory for Partially Observed Environments ICML 2018 Genetic-Gated Networks for Deep Reinforcement Learning NeurIPS 2018 GEP-PG: Decoupling Exploration and Exploitation in Deep Reinforcement Learning Algorithms ICML 2018 Global Convergence of Policy Gradient Methods for the Linear Quadratic Regulator ICML 2018 Goal-HSVI: Heuristic Search Value Iteration for Goal POMDPs IJCAI 2018 Goal-Oriented Chatbot Dialog Management Bootstrapping with Transfer Learning IJCAI 2018 GraphBit: Bitwise Interaction Mining via Deep Reinforcement Learning CVPR 2018 Guide Actor-Critic for Continuous Control ICLR 2018 Hardware Conditioned Policies for Multi-Robot Transfer Learning NeurIPS 2018 Hashing over Predicted Future Frames for Informed Exploration of Deep Reinforcement Learning IJCAI 2018 Hierarchical Imitation and Reinforcement Learning ICML 2018 Hierarchical Reinforcement Learning for Zero-shot Generalization with Subtask Dependencies NeurIPS 2018 IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures ICML 2018 Implicit Quantile Networks for Distributional Reinforcement Learning ICML 2018 Importance Sampling for Fair Policy Selection IJCAI 2018 Importance Weighted Transfer of Samples in Reinforcement Learning ICML 2018 Impression Allocation for Combating Fraud in E-commerce Via Deep Reinforcement Learning with Action Norm Penalty IJCAI 2018 Improving Exploration in Evolution Strategies for Deep Reinforcement Learning via a Population of Novelty-Seeking Agents NeurIPS 2018 Improving Multi-Robot Behavior Using Learning-Based Receding Horizon Task Allocation RSS 2018 Improving Reinforcement Learning Based Image Captioning with Natural Language Prior EMNLP 2018 Improving Reinforcement Learning with Human Input IJCAI 2018 Improving the Universality and Learnability of Neural Programmer-Interpreters with Combinator Abstraction ICLR 2018 Inequity aversion improves cooperation in intertemporal social dilemmas NeurIPS 2018