Policy Learning

Scheduled Policy Optimization for Natural Language Communication with Intelligent Agents IJCAI 2018 Shared Autonomy via Deep Reinforcement Learning RSS 2018 Simple random search of static linear policies is competitive for reinforcement learning NeurIPS 2018 Simplifying Reward Design through Divide-and-Conquer RSS 2018 Sim-to-Real: Learning Agile Locomotion For Quadruped Robots RSS 2018 Smoothed Action Value Functions for Learning Gaussian Policies ICML 2018 Stochastic Variance-Reduced Policy Gradient ICML 2018 Structured Evolution with Compact Architectures for Scalable Policy Optimization ICML 2018 Subgoal Discovery for Hierarchical Dialogue Policy Learning EMNLP 2018 TD or not TD: Analyzing the Role of Temporal Differencing in Deep Reinforcement Learning ICLR 2018 Temporal Difference Models: Model-Free Deep RL for Model-Based Control ICLR 2018 The Uncertainty Bellman Equation and Exploration ICML 2018 Thread Popularity Prediction and Tracking with a Permutation-invariant Model EMNLP 2018 Time Limits in Reinforcement Learning ICML 2018 Total stochastic gradient algorithms and applications in reinforcement learning NeurIPS 2018 Toward Automatically Measuring Learner Ability from Human-Machine Dialog Interactions using Novel Psychometric Models NAACL 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 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 Verifiable Reinforcement Learning via Policy Extraction NeurIPS 2018 A Covariance Matrix Adaptation Evolution Strategy for Direct Policy Search in Reproducing Kernel Hilbert Space ACML 2017 Adaptive Batch Size for Safe Policy Gradients NeurIPS 2017 Agent-Aware Dropout DQN for Safe and Efficient On-line Dialogue Policy Learning EMNLP 2017 An Alternative Softmax Operator for Reinforcement Learning ICML 2017