Coordinated Random Access for Industrial IoT With Correlated Traffic By Reinforcement-Learning Sep 17, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified Decentralized Global Connectivity Maintenance for Multi-Robot Navigation: A Reinforcement Learning Approach Sep 17, 2021 Navigate reinforcement-learning
— Unverified Carl-Lead: Lidar-based End-to-End Autonomous Driving with Contrastive Deep Reinforcement Learning Sep 17, 2021 Autonomous Driving Deep Reinforcement Learning
— Unverified Soft Actor-Critic With Integer Actions Sep 17, 2021 reinforcement-learning Reinforcement Learning
— Unverified RAPID-RL: A Reconfigurable Architecture with Preemptive-Exits for Efficient Deep-Reinforcement Learning Sep 16, 2021 Deep Reinforcement Learning Drone navigation
— Unverified Reinforcement Learning on Encrypted Data Sep 16, 2021 Privacy Preserving reinforcement-learning
— Unverified Enabling risk-aware Reinforcement Learning for medical interventions through uncertainty decomposition Sep 16, 2021 Decision Making reinforcement-learning
— Unverified Conservative Data Sharing for Multi-Task Offline Reinforcement Learning Sep 16, 2021 Offline RL reinforcement-learning
— Unverified Learning from Peers: Deep Transfer Reinforcement Learning for Joint Radio and Cache Resource Allocation in 5G RAN Slicing Sep 16, 2021 Fairness Management
— Unverified Comparison and Unification of Three Regularization Methods in Batch Reinforcement Learning Sep 16, 2021 Form reinforcement-learning
— Unverified Estimation of Warfarin Dosage with Reinforcement Learning Sep 15, 2021 Multi-Armed Bandits reinforcement-learning
Code Code Available Short Quantum Circuits in Reinforcement Learning Policies for the Vehicle Routing Problem Sep 15, 2021 BIG-bench Machine Learning reinforcement-learning
— Unverified What Does The User Want? Information Gain for Hierarchical Dialogue Policy Optimisation Sep 15, 2021 Dialogue Management Management
— Unverified Optimal Cycling of a Heterogenous Battery Bank via Reinforcement Learning Sep 15, 2021 Q-Learning reinforcement-learning
— Unverified Balancing detectability and performance of attacks on the control channel of Markov Decision Processes Sep 15, 2021 Reinforcement Learning (RL)
Code Code Available Back to Basics: Deep Reinforcement Learning in Traffic Signal Control Sep 15, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available DCUR: Data Curriculum for Teaching via Samples with Reinforcement Learning Sep 15, 2021 Deep Reinforcement Learning Offline RL
Code Code Available Convergence of a Human-in-the-Loop Policy-Gradient Algorithm With Eligibility Trace Under Reward, Policy, and Advantage Feedback Sep 15, 2021 Q-Learning reinforcement-learning
— Unverified Automatically Exposing Problems with Neural Dialog Models Sep 14, 2021 reinforcement-learning Reinforcement Learning (RL)
Code Code Available WaveCorr: Correlation-savvy Deep Reinforcement Learning for Portfolio Management Sep 14, 2021 Decision Making Deep Reinforcement Learning
Code Code Available ROMAX: Certifiably Robust Deep Multiagent Reinforcement Learning via Convex Relaxation Sep 14, 2021 reinforcement-learning Reinforcement Learning
— Unverified Reinforcement Learning with Evolutionary Trajectory Generator: A General Approach for Quadrupedal Locomotion Sep 14, 2021 reinforcement-learning Reinforcement Learning
Code Code Available Towards optimized actions in critical situations of soccer games with deep reinforcement learning Sep 14, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available Exploration in Deep Reinforcement Learning: From Single-Agent to Multiagent Domain Sep 14, 2021 Autonomous Vehicles Deep Reinforcement Learning
— Unverified Continuous Homeostatic Reinforcement Learning for Self-Regulated Autonomous Agents Sep 14, 2021 Decision Making Learning Theory
— Unverified Few-shot Quality-Diversity Optimization Sep 14, 2021 Diversity Meta-Learning
Code Code Available DSDF: An approach to handle stochastic agents in collaborative multi-agent reinforcement learning Sep 14, 2021 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction Sep 14, 2021 Meta-Learning Pseudo Label
Code Code Available Learning to Navigate Intersections with Unsupervised Driver Trait Inference Sep 14, 2021 Autonomous Navigation Autonomous Vehicles
Code Code Available Dependability Analysis of Deep Reinforcement Learning based Robotics and Autonomous Systems through Probabilistic Model Checking Sep 14, 2021 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Primal-Dual Approach Sep 13, 2021 Decision Making reinforcement-learning
— Unverified A Practical Adversarial Attack on Contingency Detection of Smart Energy Systems Sep 13, 2021 Adversarial Attack Deep Reinforcement Learning
— Unverified safe-control-gym: a Unified Benchmark Suite for Safe Learning-based Control and Reinforcement Learning in Robotics Sep 13, 2021 reinforcement-learning Reinforcement Learning
Code Code Available Theoretical Guarantees of Fictitious Discount Algorithms for Episodic Reinforcement Learning and Global Convergence of Policy Gradient Methods Sep 13, 2021 Policy Gradient Methods reinforcement-learning
— Unverified Learning-to-defer for sequential medical decision-making under uncertainty Sep 13, 2021 Decision Making Decision Making Under Uncertainty
— Unverified RADARS: Memory Efficient Reinforcement Learning Aided Differentiable Neural Architecture Search Sep 13, 2021 GPU Neural Architecture Search
— Unverified Reinforcement Learning for Load-balanced Parallel Particle Tracing Sep 13, 2021 reinforcement-learning Reinforcement Learning
— Unverified Computation Rate Maximum for Mobile Terminals in UAV-assisted Wireless Powered MEC Networks with Fairness Constraint Sep 13, 2021 Edge-computing Fairness
— Unverified Direct Random Search for Fine Tuning of Deep Reinforcement Learning Policies Sep 12, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available Federated Ensemble Model-based Reinforcement Learning in Edge Computing Sep 12, 2021 Autonomous Driving continuous-control
— Unverified Concave Utility Reinforcement Learning with Zero-Constraint Violations Sep 12, 2021 reinforcement-learning Reinforcement Learning
— Unverified EMVLight: A Decentralized Reinforcement Learning Framework for Efficient Passage of Emergency Vehicles Sep 12, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified Learning Selective Communication for Multi-Agent Path Finding Sep 12, 2021 Decision Making Deep Reinforcement Learning
Code Code Available A Socially Aware Reinforcement Learning Agent for The Single Track Road Problem Sep 12, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified HyAR: Addressing Discrete-Continuous Action Reinforcement Learning via Hybrid Action Representation Sep 12, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified Financial Trading with Feature Preprocessing and Recurrent Reinforcement Learning Sep 11, 2021 reinforcement-learning Reinforcement Learning
— Unverified Physics-based Deep Learning Sep 11, 2021 Deep Learning Physical Simulations
Code Code Available Optimizing a domestic battery and solar photovoltaic system with deep reinforcement learning Sep 10, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Projected State-action Balancing Weights for Offline Reinforcement Learning Sep 10, 2021 Causal Inference reinforcement-learning
— Unverified Multi-agent deep reinforcement learning (MADRL) meets multi-user MIMO systems Sep 10, 2021 Deep Reinforcement Learning reinforcement-learning
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