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Deep Reinforcement Learning

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TitleStatusHype
LiLM-RDB-SFC: Lightweight Language Model with Relational Database-Guided DRL for Optimized SFC Provisioning—0
Sensing Accuracy Optimization for Multi-UAV SAR Interferometry with Data Offloading—0
Turning Sand to Gold: Recycling Data to Bridge On-Policy and Off-Policy Learning via Causal Bound—0
Meta-Reinforcement Learning for Fast and Data-Efficient Spectrum Allocation in Dynamic Wireless Networks—0
Deep Reinforcement Learning with Gradient Eligibility TracesCode1
Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning—0
Beyond Training-time Poisoning: Component-level and Post-training Backdoors in Deep Reinforcement Learning—0
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across DomainsCode0
Explainable AI for Radar Resource Management: Modified LIME in Deep Reinforcement Learning—0
rQdia: Regularizing Q-Value Distributions With Image Augmentation—0
Learning-Based Resource Management in Integrated Sensing and Communication Systems—0
Multi-Objective Reinforcement Learning for Cognitive Radar Resource Management—0
GymPN: A Library for Decision-Making in Process Management Systems—0
TRACED: Transition-aware Regret Approximation with Co-learnability for Environment DesignCode0
Optimal Design of Experiment for Electrochemical Parameter Identification of Li-ion Battery via Deep Reinforcement Learning—0
Efficient Beam Selection for ISAC in Cell-Free Massive MIMO via Digital Twin-Assisted Deep Reinforcement Learning—0
Adaptive Social Metaverse Streaming based on Federated Multi-Agent Deep Reinforcement Learning—0
BIDA: A Bi-level Interaction Decision-making Algorithm for Autonomous Vehicles in Dynamic Traffic Scenarios—0
Adaptive Action Duration with Contextual Bandits for Deep Reinforcement Learning in Dynamic EnvironmentsCode0
Joint Spectrum Sensing and Resource Allocation for OFDMA-based Underwater Acoustic Communications—0
Learning to Explore in Diverse Reward Settings via Temporal-Difference-Error MaximizationCode0
The Courage to Stop: Overcoming Sunk Cost Fallacy in Deep Reinforcement Learning—0
A Novel ViDAR Device With Visual Inertial Encoder Odometry and Reinforcement Learning-Based Active SLAM Method—0
Federated Neuroevolution O-RAN: Enhancing the Robustness of Deep Reinforcement Learning xApps—0
DR-SAC: Distributionally Robust Soft Actor-Critic for Reinforcement Learning under UncertaintyCode0
Automated Treatment Planning for Interstitial HDR Brachytherapy for Locally Advanced Cervical Cancer using Deep Reinforcement Learning—0
Joint Beamforming with Extremely Large Scale RIS: A Sequential Multi-Agent A2C Approach—0
Patient-Specific Deep Reinforcement Learning for Automatic Replanning in Head-and-Neck Cancer Proton Therapy—0
TooBadRL: Trigger Optimization to Boost Effectiveness of Backdoor Attacks on Deep Reinforcement LearningCode0
Synergizing Reinforcement Learning and Genetic Algorithms for Neural Combinatorial Optimization—0
Foundation Model-Aided Deep Reinforcement Learning for RIS-Assisted Wireless Communication—0
MOORL: A Framework for Integrating Offline-Online Reinforcement Learning—0
Towards Robust Deep Reinforcement Learning against Environmental State Perturbation—0
Modular Recurrence in Contextual MDPs for Universal Morphology Control—0
Re4MPC: Reactive Nonlinear MPC for Multi-model Motion Planning via Deep Reinforcement LearningCode1
Preference-Driven Multi-Objective Combinatorial Optimization with Conditional Computation—0
Safe and Economical UAV Trajectory Planning in Low-Altitude Airspace: A Hybrid DRL-LLM Approach with Compliance Awareness—0
An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning—0
Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulatorCode0
From Static to Adaptive Defense: Federated Multi-Agent Deep Reinforcement Learning-Driven Moving Target Defense Against DoS Attacks in UAV Swarm NetworksCode0
Deep reinforcement learning for near-deterministic preparation of cubic- and quartic-phase gates in photonic quantum computing—0
Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms—0
Energy-efficient Deep Reinforcement Learning-based Network Function Disaggregation in Hybrid Non-terrestrial Open Radio Access Networks—0
Deep reinforcement learning-based joint real-time energy scheduling for green buildings with heterogeneous battery energy storage devices—0
Improving choice model specification using reinforcement learning—0
The Economic Dispatch of Power-to-Gas Systems with Deep Reinforcement Learning:Tackling the Challenge of Delayed Rewards with Long-Term Energy Storage—0
Can Artificial Intelligence Trade the Stock Market?—0
Autonomous Vehicle Lateral Control Using Deep Reinforcement Learning with MPC-PID Demonstration—0
Beamforming and Resource Allocation for Delay Optimization in RIS-Assisted OFDM Systems—0
An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals—0
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