← Methods
Reinforcement Learning › Methods ›

Policy Learning

2068 directly classified papers

Papers per year

Papers

Multi-Hop Knowledge Graph Reasoning with Reward Shaping EMNLP 2018
Thread Popularity Prediction and Tracking with a Permutation-invariant Model EMNLP 2018
A Study of Reinforcement Learning for Neural Machine Translation EMNLP 2018
A Teacher-Student Framework for Maintainable Dialog Manager EMNLP 2018
Joint Modeling for Query Expansion and Information Extraction with Reinforcement Learning EMNLP 2018
Policy Shaping and Generalized Update Equations for Semantic Parsing from Denotations EMNLP 2018
Macquarie University at BioASQ 6b: Deep learning and deep reinforcement learning for query-based summarisation EMNLP 2018
CSGNet: Neural Shape Parser for Constructive Solid Geometry CVPR 2018
A Bayesian Approach to Generative Adversarial Imitation Learning NIPS 2018
A Block Coordinate Ascent Algorithm for Mean-Variance Optimization NIPS 2018
Exponentially Weighted Imitation Learning for Batched Historical Data NIPS 2018
Multiple-Step Greedy Policies in Approximate and Online Reinforcement Learning NIPS 2018
An Off-policy Policy Gradient Theorem Using Emphatic Weightings NIPS 2018
Constrained Cross-Entropy Method for Safe Reinforcement Learning NIPS 2018
Learning Temporal Point Processes via Reinforcement Learning NIPS 2018
Policy Optimization via Importance Sampling NIPS 2018
Simple random search of static linear policies is competitive for reinforcement learning NIPS 2018
Policy-Conditioned Uncertainty Sets for Robust Markov Decision Processes NIPS 2018
End-to-End Reinforcement Learning for Automatic Taxonomy Induction ACL 2018
Deep Dyna-Q: Integrating Planning for Task-Completion Dialogue Policy Learning ACL 2018
Reliability and Learnability of Human Bandit Feedback for Sequence-to-Sequence Reinforcement Learning ACL 2018
From Credit Assignment to Entropy Regularization: Two New Algorithms for Neural Sequence Prediction ACL 2018
Bayesian Control of Large MDPs with Unknown Dynamics in Data-Poor Environments NIPS 2018
A Case Study on the Importance of Belief State Representation for Dialogue Policy Management INTERSPEECH 2018
Evolution-Guided Policy Gradient in Reinforcement Learning NIPS 2018