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Deep Reinforcement Learning

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TitleStatusHype
Leveraging Reinforcement Learning and Koopman Theory for Enhanced Model Predictive Control Performance—0
VoI-Driven Joint Optimization of Control and Communication in Vehicular Digital Twin Network—0
Online Learning-based Adaptive Beam Switching for 6G Networks: Enhancing Efficiency and ResilienceCode0
Learning Value of Information towards Joint Communication and Control in 6G V2X—0
A Reinforcement Learning Framework for Application-Specific TCP Congestion-Control—0
Realistic Counterfactual Explanations for Machine Learning-Controlled Mobile Robots using 2D LiDAR—0
Multi-User Beamforming with Deep Reinforcement Learning in Sensing-Aided Communication—0
Adaptive Biased User Scheduling for Heterogeneous Wireless Federate Learning Network—0
Advancing Neural Network Verification through Hierarchical Safety Abstract Interpretation—0
Graph Neural Network Aided Deep Reinforcement Learning for Resource Allocation in Dynamic Terahertz UAV Networks—0
A Heuristic-Integrated DRL Approach for Phase Optimization in Large-Scale RISs—0
Energy Efficient RSMA-Based LEO Satellite Communications Assisted by UAV-Mounted BD-Active RIS: A DRL Approach—0
Adaptive and Robust DBSCAN with Multi-agent Reinforcement LearningCode0
Trajectory Entropy Reinforcement Learning for Predictable and Robust Control—0
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
Joint Resource Management for Energy-efficient UAV-assisted SWIPT-MEC: A Deep Reinforcement Learning Approach—0
Sustainable Smart Farm Networks: Enhancing Resilience and Efficiency with Decision Theory-Guided Deep Reinforcement Learning—0
Integrated Sensing, Computing, Communication, and Control for Time-Sequence-Based Semantic Communications—0
A Wireless Collaborated Inference Acceleration Framework for Plant Disease Recognition—0
Aerodynamic and structural airfoil shape optimisation via Transfer Learning-enhanced Deep Reinforcement Learning—0
Graph Neural Network-Based Reinforcement Learning for Controlling Biological Networks: The GATTACA FrameworkCode0
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
Integration of Multi-Mode Preference into Home Energy Management System Using Deep Reinforcement Learning—0
Leveraging Partial SMILES Validation Scheme for Enhanced Drug Design in Reinforcement Learning Frameworks—0
Deep Reinforcement Learning for Urban Air Quality Management: Multi-Objective Optimization of Pollution Mitigation Booth Placement in Metropolitan Environments—0
Adaptive 3D UI Placement in Mixed Reality Using Deep Reinforcement Learning—0
Socially-Aware Autonomous Driving: Inferring Yielding Intentions for Safer Interactions—0
Automated decision-making for dynamic task assignment at scaleCode0
Model-based controller assisted domain randomization in deep reinforcement learning: application to nonlinear powertrain control—0
Transformation & Translation Occupancy Grid Mapping: 2-Dimensional Deep Learning Refined SLAM—0
Two-Agent DRL for Power Allocation and IRS Orientation in Dynamic NOMA-based OWC Networks—0
Advanced Longitudinal Control and Collision Avoidance for High-Risk Edge Cases in Autonomous Driving—0
Bridging Econometrics and AI: VaR Estimation via Reinforcement Learning and GARCH Models—0
Mining Software Repositories for Expert Recommendation—0
Aerial Active STAR-RIS-assisted Satellite-Terrestrial Covert Communications—0
Symmetry-Preserving Architecture for Multi-NUMA Environments (SPANE): A Deep Reinforcement Learning Approach for Dynamic VM Scheduling—0
A General Infrastructure and Workflow for Quadrotor Deep Reinforcement Learning and Reality Deployment—0
Deep Reinforcement Learning for Investor-Specific Portfolio Optimization: A Volatility-Guided Asset Selection Approach—0
LLM-Enabled In-Context Learning for Data Collection Scheduling in UAV-assisted Sensor Networks—0
Coordinating Spinal and Limb Dynamics for Enhanced Sprawling Robot Mobility—0
Factor-MCLS: Multi-agent learning system with reward factor matrix and multi-critic framework for dynamic portfolio optimization—0
A Rollout-Based Algorithm and Reward Function for Efficient Resource Allocation in Business Processes—0
Adaptive Sensor Steering Strategy Using Deep Reinforcement Learning for Dynamic Data Acquisition in Digital TwinsCode0
Pay Attention to What and Where? Interpretable Feature Extractor in Vision-based Deep Reinforcement LearningCode0
The Communication and Computation Trade-off in Wireless Semantic Communications—0
Vision based driving agent for race car simulation environments—0
InterQ: A DQN Framework for Optimal Intermittent ControlCode0
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