Policy Learning

ERLP: Ensembles of Reinforcement Learning Policies (Student Abstract) AAAI 2020 Error Bounds of Imitating Policies and Environments NeurIPS 2020 Expected Policy Gradients for Reinforcement Learning JMLR 2020 Experimental design for MRI by greedy policy search NeurIPS 2020 Explainable Agency in Reinforcement Learning Agents AAAI 2020 Explore, Discover and Learn: Unsupervised Discovery of State-Covering Skills ICML 2020 Exploring Data Aggregation in Policy Learning for Vision-Based Urban Autonomous Driving CVPR 2020 Faster saddle-point optimization for solving large-scale Markov decision processes L4DC 2020 f-GAIL: Learning f-Divergence for Generative Adversarial Imitation Learning NeurIPS 2020 Finite-Memory Near-Optimal Learning for Markov Decision Processes with Long-Run Average Reward UAI 2020 f-IRL: Inverse Reinforcement Learning via State Marginal Matching CoRL 2020 Forethought and Hindsight in Credit Assignment NeurIPS 2020 From Importance Sampling to Doubly Robust Policy Gradient ICML 2020 Generalization to New Actions in Reinforcement Learning ICML 2020 Generalized Mean Estimation in Monte-Carlo Tree Search IJCAI 2020 Generative Adversarial Imitation Learning with Neural Network Parameterization: Global Optimality and Convergence Rate ICML 2020 Generative Adversarial Regularized Mutual Information Policy Gradient Framework for Automatic Diagnosis AAAI 2020 Global Concavity and Optimization in a Class of Dynamic Discrete Choice Models ICML 2020 Goal-directed Generation of Discrete Structures with Conditional Generative Models NeurIPS 2020 Gradient-Aware Model-Based Policy Search AAAI 2020 GraphOpt: Learning Optimization Models of Graph Formation ICML 2020 GTI: Learning to Generalize across Long-Horizon Tasks from Human Demonstrations RSS 2020 Guided Dialogue Policy Learning without Adversarial Learning in the Loop EMNLP 2020 Hardware as Policy: Mechanical and Computational Co-Optimization using Deep Reinforcement Learning CoRL 2020 Hierarchical Average Reward Policy Gradient Algorithms (Student Abstract) AAAI 2020