Optimizing Large-Scale Fleet Management on a Road Network using Multi-Agent Deep Reinforcement Learning with Graph Neural Network Nov 12, 2020 Deep Reinforcement Learning Graph Neural Network
Code Code Available Decentralized Motion Planning for Multi-Robot Navigation using Deep Reinforcement Learning Nov 11, 2020 Deep Reinforcement Learning Motion Planning
Code Code Available pymgrid: An Open-Source Python Microgrid Simulator for Applied Artificial Intelligence Research Nov 11, 2020 Reinforcement Learning (RL)
Code Code Available Geometric Deep Reinforcement Learning for Dynamic DAG Scheduling Nov 9, 2020 Combinatorial Optimization Deep Reinforcement Learning
Code Code Available Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement Learning Nov 9, 2020 Deep Reinforcement Learning Motion Planning
Code Code Available f-IRL: Inverse Reinforcement Learning via State Marginal Matching Nov 9, 2020 Imitation Learning reinforcement-learning
Code Code Available Trajectory Planning for Autonomous Vehicles Using Hierarchical Reinforcement Learning Nov 9, 2020 Autonomous Driving Autonomous Vehicles
Code Code Available Drafting in Collectible Card Games via Reinforcement Learning Nov 7, 2020 Card Games Deep Reinforcement Learning
Code Code Available A Reinforcement Learning Approach to the Orienteering Problem with Time Windows Nov 7, 2020 Combinatorial Optimization reinforcement-learning
Code Code Available Learning a Decentralized Multi-arm Motion Planner Nov 5, 2020 Motion Planning Multi-agent Reinforcement Learning
Code Code Available RealAnt: An Open-Source Low-Cost Quadruped for Education and Research in Real-World Reinforcement Learning Nov 5, 2020 MuJoCo reinforcement-learning
Code Code Available Learning Trajectories for Visual-Inertial System Calibration via Model-based Heuristic Deep Reinforcement Learning Nov 4, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available Generalization to New Actions in Reinforcement Learning Nov 3, 2020 reinforcement-learning Reinforcement Learning
Code Code Available Self-Driving Network and Service Coordination Using Deep Reinforcement Learning Nov 2, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement Learning Nov 1, 2020 Multi-Task Learning reinforcement-learning
Code Code Available Game-Theoretic Multiagent Reinforcement Learning Nov 1, 2020 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available A Policy Gradient Algorithm for Learning to Learn in Multiagent Reinforcement Learning Oct 31, 2020 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Pseudo Random Number Generation through Reinforcement Learning and Recurrent Neural Networks Oct 31, 2020 reinforcement-learning Reinforcement Learning (RL)
Code Code Available FireCommander: An Interactive, Probabilistic Multi-agent Environment for Heterogeneous Robot Teams Oct 31, 2020 Combinatorial Optimization reinforcement-learning
Code Code Available POMO: Policy Optimization with Multiple Optima for Reinforcement Learning Oct 30, 2020 Combinatorial Optimization reinforcement-learning
Code Code Available Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning Oct 29, 2020 Knowledge Base Question Answering Meta Reinforcement Learning
Code Code Available Recovery RL: Safe Reinforcement Learning with Learned Recovery Zones Oct 29, 2020 Contact-rich Manipulation reinforcement-learning
Code Code Available Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning Oct 27, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available COG: Connecting New Skills to Past Experience with Offline Reinforcement Learning Oct 27, 2020 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Learning Financial Asset-Specific Trading Rules via Deep Reinforcement Learning Oct 27, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available Succinct and Robust Multi-Agent Communication With Temporal Message Control Oct 27, 2020 Multi-agent Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Trajectory-wise Multiple Choice Learning for Dynamics Generalization in Reinforcement Learning Oct 26, 2020 Clustering Model-based Reinforcement Learning
Code Code Available Personalised Meta-path Generation for Heterogeneous GNNs Oct 26, 2020 Deep Reinforcement Learning Graph Representation Learning
Code Code Available MELD: Meta-Reinforcement Learning from Images via Latent State Models Oct 26, 2020 Meta-Learning Meta Reinforcement Learning
Code Code Available Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning Oct 23, 2020 Deep Reinforcement Learning Graph Neural Network
Code Code Available Bridging Imagination and Reality for Model-Based Deep Reinforcement Learning Oct 23, 2020 Deep Reinforcement Learning Model-based Reinforcement Learning
Code Code Available Learning Guidance Rewards with Trajectory-space Smoothing Oct 23, 2020 Attribute Deep Reinforcement Learning
Code Code Available Multi-UAV Path Planning for Wireless Data Harvesting with Deep Reinforcement Learning Oct 23, 2020 Collision Avoidance Deep Reinforcement Learning
Code Code Available Reinforcement Learning with Combinatorial Actions: An Application to Vehicle Routing Oct 22, 2020 Combinatorial Optimization Deep Reinforcement Learning
Code Code Available Batch Exploration with Examples for Scalable Robotic Reinforcement Learning Oct 22, 2020 Offline RL reinforcement-learning
Code Code Available Accelerating Reinforcement Learning with Learned Skill Priors Oct 22, 2020 reinforcement-learning Reinforcement Learning
Code Code Available Correlation-aware Cooperative Multigroup Broadcast 360° Video Delivery Network: A Hierarchical Deep Reinforcement Learning Approach Oct 21, 2020 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Visual Navigation in Real-World Indoor Environments Using End-to-End Deep Reinforcement Learning Oct 21, 2020 Deep Reinforcement Learning GPU
Code Code Available Improving Generalization in Reinforcement Learning with Mixture Regularization Oct 21, 2020 Data Augmentation Deep Reinforcement Learning
Code Code Available PARENTing via Model-Agnostic Reinforcement Learning to Correct Pathological Behaviors in Data-to-Text Generation Oct 21, 2020 Data-to-Text Generation reinforcement-learning
Code Code Available Iterative Amortized Policy Optimization Oct 20, 2020 continuous-control Continuous Control
Code Code Available Reinforcement Learning for Optimization of COVID-19 Mitigation policies Oct 20, 2020 reinforcement-learning Reinforcement Learning
Code Code Available Knowledge-guided Open Attribute Value Extraction with Reinforcement Learning Oct 19, 2020 Articles Attribute
Code Code Available Model-based Policy Optimization with Unsupervised Model Adaptation Oct 19, 2020 continuous-control Continuous Control
Code Code Available Dream and Search to Control: Latent Space Planning for Continuous Control Oct 19, 2020 continuous-control Continuous Control
Code Code Available Deep Reinforcement Learning with Population-Coded Spiking Neural Network for Continuous Control Oct 19, 2020 continuous-control Continuous Control
Code Code Available D2RL: Deep Dense Architectures in Reinforcement Learning Oct 19, 2020 reinforcement-learning Reinforcement Learning
Code Code Available What About Inputing Policy in Value Function: Policy Representation and Policy-extended Value Function Approximator Oct 19, 2020 continuous-control Continuous Control
Code Code Available Approximate information state for approximate planning and reinforcement learning in partially observed systems Oct 17, 2020 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Robot Navigation in Constrained Pedestrian Environments using Reinforcement Learning Oct 16, 2020 Pose Estimation reinforcement-learning
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