Reinforcement Learning

Latent Belief Space Motion Planning under Cost, Dynamics, and Intent Uncertainty RSS 2020 Learning and Solving Regular Decision Processes IJCAI 2020 Learning-based Stochastic Model Predictive Control with State-Dependent Uncertainty L4DC 2020 Learning Behaviors with Uncertain Human Feedback UAI 2020 Learning Collaborative Agents with Rule Guidance for Knowledge Graph Reasoning EMNLP 2020 Learning Efficient Multi-agent Communication: An Information Bottleneck Approach ICML 2020 Learning Fair Policies in Multi-Objective (Deep) Reinforcement Learning with Average and Discounted Rewards ICML 2020 Learning for Graph Matching and Related Combinatorial Optimization Problems IJCAI 2020 Learning Human Objectives by Evaluating Hypothetical Behavior ICML 2020 Learning Intrinsic Rewards as a Bi-Level Optimization Problem UAI 2020 Learning Navigation Costs from Demonstrations with Semantic Observations L4DC 2020 Learning Near Optimal Policies with Low Inherent Bellman Error ICML 2020 Learning Selection Strategies in Buchberger’s Algorithm ICML 2020 Learning Task-Driven Control Policies via Information Bottlenecks RSS 2020 Learning the model-free linear quadratic regulator via random search L4DC 2020 Learning to Manipulate Deformable Objects without Demonstrations RSS 2020 Learning to Plan via Deep Optimistic Value Exploration L4DC 2020 Learning to Score Behaviors for Guided Policy Optimization ICML 2020 Learning with Good Feature Representations in Bandits and in RL with a Generative Model ICML 2020 Learning Zero-Sum Simultaneous-Move Markov Games Using Function Approximation and Correlated Equilibrium COLT 2020 Lifelong Learning with a Changing Action Set AAAI 2020 Loss Function Search for Face Recognition ICML 2020 Lyceum: An efficient and scalable ecosystem for robot learning L4DC 2020 Machine-oriented NMT Adaptation for Zero-shot NLP tasks: Comparing the Usefulness of Close and Distant Languages COLING 2020 Maximum Entropy Gain Exploration for Long Horizon Multi-goal Reinforcement Learning ICML 2020