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Deep Reinforcement Learning

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TitleStatusHype
Online Learning-based Adaptive Beam Switching for 6G Networks: Enhancing Efficiency and ResilienceCode0
VoI-Driven Joint Optimization of Control and Communication in Vehicular Digital Twin Network—0
Leveraging Reinforcement Learning and Koopman Theory for Enhanced Model Predictive Control Performance—0
Learning Value of Information towards Joint Communication and Control in 6G V2X—0
Realistic Counterfactual Explanations for Machine Learning-Controlled Mobile Robots using 2D LiDAR—0
A Reinforcement Learning Framework for Application-Specific TCP Congestion-Control—0
Multi-User Beamforming with Deep Reinforcement Learning in Sensing-Aided Communication—0
Graph Neural Network Aided Deep Reinforcement Learning for Resource Allocation in Dynamic Terahertz UAV Networks—0
Adaptive Biased User Scheduling for Heterogeneous Wireless Federate Learning Network—0
Advancing Neural Network Verification through Hierarchical Safety Abstract Interpretation—0
Energy Efficient RSMA-Based LEO Satellite Communications Assisted by UAV-Mounted BD-Active RIS: A DRL Approach—0
Trajectory Entropy Reinforcement Learning for Predictable and Robust Control—0
A Heuristic-Integrated DRL Approach for Phase Optimization in Large-Scale RISs—0
Adaptive and Robust DBSCAN with Multi-agent Reinforcement LearningCode0
Deep Learning Innovations for Energy Efficiency: Advances in Non-Intrusive Load Monitoring and EV Charging Optimization for a Sustainable Grid—0
Unraveling the Rainbow: can value-based methods schedule?Code0
Integrated Sensing, Computing, Communication, and Control for Time-Sequence-Based Semantic Communications—0
Sustainable Smart Farm Networks: Enhancing Resilience and Efficiency with Decision Theory-Guided Deep Reinforcement Learning—0
Joint Resource Management for Energy-efficient UAV-assisted SWIPT-MEC: A Deep Reinforcement Learning Approach—0
A Wireless Collaborated Inference Acceleration Framework for Plant Disease Recognition—0
Graph Neural Network-Based Reinforcement Learning for Controlling Biological Networks: The GATTACA FrameworkCode0
Aerodynamic and structural airfoil shape optimisation via Transfer Learning-enhanced Deep Reinforcement Learning—0
Universal Approximation Theorem of Deep Q-Networks—0
Deep Reinforcement Learning-Aided Frequency Control of LCC-S Resonant Converters for Wireless Power Transfer Systems—0
Adaptive DRL for IRS Mirror Orientation in Dynamic OWC Networks—0
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