Reinforcement Learning

Optimal Exploration Algorithm of Multi-Agent Reinforcement Learning Methods (Student Abstract) AAAI 2020 Parameterized Indexed Value Function for Efficient Exploration in Reinforcement Learning AAAI 2020 Pessimism About Unknown Unknowns Inspires Conservatism COLT 2020 PFRL: Pose-Free Reinforcement Learning for 6D Pose Estimation CVPR 2020 Planning with Abstract Learned Models While Learning Transferable Subtasks AAAI 2020 POST: POlicy-Based Switch Tracking AAAI 2020 Program Guided Agent ICLR 2020 Provably efficient reinforcement learning with linear function approximation COLT 2020 Q-learning with Language Model for Edit-based Unsupervised Summarization EMNLP 2020 Ranking Policy Gradient ICLR 2020 Recurrent Chunking Mechanisms for Long-Text Machine Reading Comprehension ACL 2020 Recurrent Switching Dynamical Systems Models for Multiple Interacting Neural Populations NeurIPS 2020 Reinforced active learning for image segmentation ICLR 2020 Reinforcement Learning from Imperfect Demonstrations under Soft Expert Guidance AAAI 2020 Reinforcement Learning of Risk-Constrained Policies in Markov Decision Processes AAAI 2020 Reinforcement Learning When All Actions Are Not Always Available AAAI 2020 Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives ICLR 2020 Root-n-Regret for Learning in Markov Decision Processes with Function Approximation and Low Bellman Rank COLT 2020 Scene Recomposition by Learning-Based ICP CVPR 2020 Selecting Portfolios Directly Using Recurrent Reinforcement Learning (Student Abstract) AAAI 2020 Semi-Supervised Dialogue Policy Learning via Stochastic Reward Estimation ACL 2020 Simultaneously Learning Stochastic and Adversarial Episodic MDPs with Known Transition NeurIPS 2020 Sparse Graphical Memory for Robust Planning NeurIPS 2020 The Variational Bandwidth Bottleneck: Stochastic Evaluation on an Information Budget ICLR 2020 Third-Person Imitation Learning via Image Difference and Variational Discriminator Bottleneck (Student Abstract) AAAI 2020