Policy Learning

Decoupling Strategy and Generation in Negotiation Dialogues EMNLP 2018 Deep Dyna-Q: Integrating Planning for Task-Completion Dialogue Policy Learning ACL 2018 Deep Reinforcement Learning in Continuous Action Spaces: a Case Study in the Game of Simulated Curling ICML 2018 Differentiable MPC for End-to-end Planning and Control NeurIPS 2018 Distributed Distributional Deterministic Policy Gradients ICLR 2018 Diversity-Driven Exploration Strategy for Deep Reinforcement Learning NeurIPS 2018 Divide-and-Conquer Reinforcement Learning ICLR 2018 Dual Policy Iteration NeurIPS 2018 Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning ICML 2018 Emergency Response Optimization using Online Hybrid Planning IJCAI 2018 End-to-End Reinforcement Learning for Automatic Taxonomy Induction ACL 2018 Evolution-Guided Policy Gradient in Reinforcement Learning NeurIPS 2018 Expectation Optimization with Probabilistic Guarantees in POMDPs with Discounted-Sum Objectives IJCAI 2018 Exponentially Weighted Imitation Learning for Batched Historical Data NeurIPS 2018 Extracting Action Sequences from Texts Based on Deep Reinforcement Learning IJCAI 2018 Fast Model Identification via Physics Engines for Data-Efficient Policy Search IJCAI 2018 Feedback-Based Tree Search for Reinforcement Learning ICML 2018 Fighting Boredom in Recommender Systems with Linear Reinforcement Learning NeurIPS 2018 Finite Sample Analysis of LSTD with Random Projections and Eligibility Traces IJCAI 2018 Fourier Policy Gradients ICML 2018 From Credit Assignment to Entropy Regularization: Two New Algorithms for Neural Sequence Prediction ACL 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 Hierarchical Imitation and Reinforcement Learning ICML 2018