Reinforcement Learning

Deep Reinforcement Learning for Syntactic Error Repair in Student Programs AAAI 2019 Deriving Subgoals Autonomously to Accelerate Learning in Sparse Reward Domains AAAI 2019 DESPOT-Alpha: Online POMDP Planning with Large State and Observation Spaces RSS 2019 Determinantal Reinforcement Learning AAAI 2019 Diagnosing Bottlenecks in Deep Q-learning Algorithms ICML 2019 Dialogue Generation: From Imitation Learning to Inverse Reinforcement Learning AAAI 2019 Dimension-Wise Importance Sampling Weight Clipping for Sample-Efficient Reinforcement Learning ICML 2019 Discovery of Useful Questions as Auxiliary Tasks NeurIPS 2019 Dispatching Through Pricing: Modeling Ride-Sharing and Designing Dynamic Prices IJCAI 2019 Distributional Multivariate Policy Evaluation and Exploration with the Bellman GAN ICML 2019 Distributional reinforcement learning with linear function approximation AISTATS 2019 Divergence-Augmented Policy Optimization NeurIPS 2019 Diverse Exploration via Conjugate Policies for Policy Gradient Methods AAAI 2019 Diversity-Driven Extensible Hierarchical Reinforcement Learning AAAI 2019 Diversity-Inducing Policy Gradient: Using Maximum Mean Discrepancy to Find a Set of Diverse Policies IJCAI 2019 DualDICE: Behavior-Agnostic Estimation of Discounted Stationary Distribution Corrections NeurIPS 2019 Dynamic Measurement Scheduling for Event Forecasting using Deep RL ICML 2019 Efficient Counterfactual Learning from Bandit Feedback AAAI 2019 Embodied Question Answering in Photorealistic Environments With Point Cloud Perception CVPR 2019 End-To-End Robotic Reinforcement Learning without Reward Engineering RSS 2019 End-to-End Safe Reinforcement Learning through Barrier Functions for Safety-Critical Continuous Control Tasks AAAI 2019 Epsilon-BMC: A Bayesian Ensemble Approach to Epsilon-Greedy Exploration in Model-Free Reinforcement Learning UAI 2019 Evacuate or Not? A POMDP Model of the Decision Making of Individuals in Hurricane Evacuation Zones UAI 2019 Explicit Explore-Exploit Algorithms in Continuous State Spaces NeurIPS 2019 Extrapolating Beyond Suboptimal Demonstrations via Inverse Reinforcement Learning from Observations ICML 2019