Applications

MetaLight: Value-Based Meta-Reinforcement Learning for Traffic Signal Control AAAI 2020 Model-Augmented Actor-Critic: Backpropagating through Paths ICLR 2020 Model Based Reinforcement Learning for Atari ICLR 2020 Model-based Reinforcement Learning for Decentralized Multiagent Rendezvous CoRL 2020 Model-Based Reinforcement Learning with Value-Targeted Regression ICML 2020 Model-Based Reinforcement Learning with Value-Targeted Regression L4DC 2020 Model-Free Real-Time Autonomous Energy Management for a Residential Multi-Carrier Energy System: A Deep Reinforcement Learning Approach IJCAI 2020 Modular Robot Design Synthesis with Deep Reinforcement Learning AAAI 2020 Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning JMLR 2020 Monte-Carlo Tree Search as Regularized Policy Optimization ICML 2020 Monte-Carlo Tree Search in Continuous Action Spaces with Value Gradients AAAI 2020 Monte Carlo Tree Search in Continuous Spaces Using Voronoi Optimistic Optimization with Regret Bounds AAAI 2020 MOPO: Model-based Offline Policy Optimization NeurIPS 2020 Motion Planner Augmented Reinforcement Learning for Robot Manipulation in Obstructed Environments CoRL 2020 Multi-agent active perception with prediction rewards NeurIPS 2020 Multi-Agent/Robot Deep Reinforcement Learning with Macro-Actions (Student Abstract) AAAI 2020 Multi-Agent Routing Value Iteration Network ICML 2020 Multi-Agent Task-Oriented Dialog Policy Learning with Role-Aware Reward Decomposition ACL 2020 Multi-Level Structure vs. End-to-End-Learning in High-Performance Tactile Robotic Manipulation CoRL 2020 Multi-Objective Multi-Agent Planning for Jointly Discovering and Tracking Mobile Objects AAAI 2020 MULTIPOLAR: Multi-Source Policy Aggregation for Transfer Reinforcement Learning between Diverse Environmental Dynamics IJCAI 2020 Multi-step Greedy Reinforcement Learning Algorithms ICML 2020 Mutual Information Based Knowledge Transfer Under State-Action Dimension Mismatch UAI 2020 Naive Exploration is Optimal for Online LQR ICML 2020 Near-optimal Regret Bounds for Stochastic Shortest Path ICML 2020