Decentralized Deep Reinforcement Learning for a Distributed and Adaptive Locomotion Controller of a Hexapod Robot May 21, 2020 continuous-control Continuous Control
Code Code Available Learning and Reasoning for Robot Dialog and Navigation Tasks May 20, 2020 reinforcement-learning Reinforcement Learning
— Unverified Finite-sample Analysis of Greedy-GQ with Linear Function Approximation under Markovian Noise May 20, 2020 reinforcement-learning Reinforcement Learning
— Unverified Deep Reinforcement Learning for High Level Character Control May 20, 2020 Deep Reinforcement Learning reinforcement-learning
— Unverified A reinforcement learning based decision support system in textile manufacturing process May 20, 2020 Decision Making Q-Learning
— Unverified Reinforcement Learning for Variable Selection in a Branch and Bound Algorithm May 20, 2020 reinforcement-learning Reinforcement Learning
— Unverified Mirror Descent Policy Optimization May 20, 2020 continuous-control Continuous Control
Code Code Available Two-stage Deep Reinforcement Learning for Inverter-based Volt-VAR Control in Active Distribution Networks May 20, 2020 Deep Reinforcement Learning reinforcement-learning
— Unverified A Survey of Reinforcement Learning Algorithms for Dynamically Varying Environments May 19, 2020 Cloud Computing Management
— Unverified Learning to Herd Agents Amongst Obstacles: Training Robust Shepherding Behaviors using Deep Reinforcement Learning May 19, 2020 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified Batch-Augmented Multi-Agent Reinforcement Learning for Efficient Traffic Signal Optimization May 19, 2020 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Experience Augmentation: Boosting and Accelerating Off-Policy Multi-Agent Reinforcement Learning May 19, 2020 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Human Instruction-Following with Deep Reinforcement Learning via Transfer-Learning from Text May 19, 2020 Deep Reinforcement Learning Instruction Following
— Unverified Reinforcement Learning for Caching with Space-Time Popularity Dynamics May 19, 2020 reinforcement-learning Reinforcement Learning
— Unverified Ultrasound Video Summarization using Deep Reinforcement Learning May 19, 2020 Deep Reinforcement Learning Diagnostic
Code Code Available Privileged Information Dropout in Reinforcement Learning May 19, 2020 Form reinforcement-learning
— Unverified Optimal Charging Method for Effective Li-ion Battery Life Extension Based on Reinforcement Learning May 18, 2020 reinforcement-learning Reinforcement Learning
— Unverified Local and Global Explanations of Agent Behavior: Integrating Strategy Summaries with Saliency Maps May 18, 2020 Atari Games Decision Making
Code Code Available Basal Glucose Control in Type 1 Diabetes using Deep Reinforcement Learning: An In Silico Validation May 18, 2020 Deep Reinforcement Learning Q-Learning
— Unverified Automating Turbulence Modeling by Multi-Agent Reinforcement Learning May 18, 2020 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified A Simple Imitation Learning Method via Contrastive Regularization May 16, 2020 Atari Games Imitation Learning
— Unverified Lifelong Control of Off-grid Microgrid with Model Based Reinforcement Learning May 16, 2020 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Learning Transferable Concepts in Deep Reinforcement Learning May 16, 2020 Deep Reinforcement Learning reinforcement-learning
— Unverified A Distributional View on Multi-Objective Policy Optimization May 15, 2020 Multi-Objective Reinforcement Learning Reinforcement Learning (RL)
— Unverified Think Too Fast Nor Too Slow: The Computational Trade-off Between Planning And Reinforcement Learning May 15, 2020 Decision Making Reinforcement Learning (RL)
Code Code Available Data-driven Dynamic Multi-objective Optimal Control: An Aspiration-satisfying Reinforcement Learning Approach May 14, 2020 Decision Making Reinforcement Learning (RL)
— Unverified Context-aware Dynamics Model for Generalization in Model-Based Reinforcement Learning May 14, 2020 model Model-based Reinforcement Learning
Code Code Available Solve Traveling Salesman Problem by Monte Carlo Tree Search and Deep Neural Network May 14, 2020 Deep Reinforcement Learning reinforcement-learning
— Unverified Stealthy and Efficient Adversarial Attacks against Deep Reinforcement Learning May 14, 2020 Adversarial Attack Deep Reinforcement Learning
— Unverified Probabilistic Guarantees for Safe Deep Reinforcement Learning May 14, 2020 Deep Reinforcement Learning reinforcement-learning
— Unverified Proxy Experience Replay: Federated Distillation for Distributed Reinforcement Learning May 13, 2020 Clustering Data Augmentation
— Unverified DREAM Architecture: a Developmental Approach to Open-Ended Learning in Robotics May 13, 2020 reinforcement-learning Reinforcement Learning (RL)
— Unverified Explainable Reinforcement Learning: A Survey May 13, 2020 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
— Unverified From Simulation to Real World Maneuver Execution using Deep Reinforcement Learning May 13, 2020 Autonomous Driving Deep Reinforcement Learning
— Unverified A New Deep Neural Architecture Search Pipeline for Face Recognition May 12, 2020 AutoML Face Recognition
— Unverified Unbiased Deep Reinforcement Learning: A General Training Framework for Existing and Future Algorithms May 12, 2020 continuous-control Continuous Control
— Unverified MOReL : Model-Based Offline Reinforcement Learning May 12, 2020 model Offline RL
Code Code Available Training spiking neural networks using reinforcement learning May 12, 2020 Decision Making reinforcement-learning
Code Code Available Planning to Explore via Self-Supervised World Models May 12, 2020 reinforcement-learning Reinforcement Learning
Code Code Available Smooth Exploration for Robotic Reinforcement Learning May 12, 2020 continuous-control Continuous Control
Code Code Available Reinforcement Learning Based on Real-Time Iteration NMPC May 11, 2020 Model Predictive Control reinforcement-learning
— Unverified Mobile Robot Path Planning in Dynamic Environments through Globally Guided Reinforcement Learning May 11, 2020 reinforcement-learning Reinforcement Learning (RL)
Code Code Available TOMA: Topological Map Abstraction for Reinforcement Learning May 11, 2020 Graph Generation reinforcement-learning
— Unverified Delay-Aware Multi-Agent Reinforcement Learning for Cooperative and Competitive Environments May 11, 2020 Autonomous Vehicles Deep Reinforcement Learning
Code Code Available Delay-Aware Model-Based Reinforcement Learning for Continuous Control May 11, 2020 continuous-control Continuous Control
Code Code Available A Deep Reinforcement Learning Approach to Efficient Drone Mobility Support May 11, 2020 Deep Reinforcement Learning Q-Learning
— Unverified Deep Reinforcement Learning for Organ Localization in CT May 11, 2020 Deep Reinforcement Learning Image Retrieval
— Unverified Maximizing Information Gain in Partially Observable Environments via Prediction Reward May 11, 2020 Prediction Question Answering
— Unverified Unified Models of Human Behavioral Agents in Bandits, Contextual Bandits and RL May 10, 2020 Decision Making Lifelong learning
Code Code Available A Reinforcement Learning based approach for Multi-target Detection in Massive MIMO radar May 10, 2020 reinforcement-learning Reinforcement Learning (RL)
— Unverified 