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Deep Reinforcement Learning

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TitleStatusHype
SIGMA: Sheaf-Informed Geometric Multi-Agent PathfindingCode0
Meta-Computing Enhanced Federated Learning in IIoT: Satisfaction-Aware Incentive Scheme via DRL-Based Stackelberg Game—0
Motion Control in Multi-Rotor Aerial Robots Using Deep Reinforcement Learning—0
Aerial Reliable Collaborative Communications for Terrestrial Mobile Users via Evolutionary Multi-Objective Deep Reinforcement Learning—0
Closing the Responsibility Gap in AI-based Network Management: An Intelligent Audit System Approach—0
A Survey on Explainable Deep Reinforcement Learning—0
Seasonal Station-Keeping of Short Duration High Altitude Balloons using Deep Reinforcement Learning—0
Fast Adaptive Anti-Jamming Channel Access via Deep Q Learning and Coarse-Grained Spectrum Prediction—0
STRIDE: Automating Reward Design, Deep Reinforcement Learning Training and Feedback Optimization in Humanoid Robotics Locomotion—0
A New Paradigm in Tuning Learned Indexes: A Reinforcement Learning Enhanced Approach—0
Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation—0
Deep Reinforcement Learning-Based Optimization of Second-Life Battery Utilization in Electric Vehicles Charging Stations—0
Policy Abstraction and Nash Refinement in Tree-Exploiting PSROCode0
Lightweight Authenticated Task Offloading in 6G-Cloud Vehicular Twin Networks—0
Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards—0
MAGNNET: Multi-Agent Graph Neural Network-based Efficient Task Allocation for Autonomous Vehicles with Deep Reinforcement Learning—0
Achieving Hiding and Smart Anti-Jamming Communication: A Parallel DRL Approach against Moving Reactive Jammer—0
DRL-based Dolph-Tschebyscheff Beamforming in Downlink Transmission for Mobile Users—0
TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning—0
Deep Reinforcement Learning for Dynamic Resource Allocation in Wireless Networks—0
Compositional Concept-Based Neuron-Level Interpretability for Deep Reinforcement Learning—0
Actor Critic with Experience Replay-based automatic treatment planning for prostate cancer intensity modulated radiotherapy—0
An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents—0
Decorrelated Soft Actor-Critic for Efficient Deep Reinforcement Learning—0
Blood Glucose Level Prediction in Type 1 Diabetes Using Machine LearningCode0
Investigating Tax Evasion Emergence Using Dual Large Language Model and Deep Reinforcement Learning Powered Agent-based Simulation—0
Neural Operator based Reinforcement Learning for Control of first-order PDEs with Spatially-Varying State DelayCode0
ASAP: Learning Generalizable Online Bin Packing via Adaptive Selection After Pruning—0
Digital Twin Synchronization: Bridging the Sim-RL Agent to a Real-Time Robotic Additive Manufacturing Control—0
A Dual-Agent Adversarial Framework for Robust Generalization in Deep Reinforcement Learning—0
CAMP in the Odyssey: Provably Robust Reinforcement Learning with Certified Radius MaximizationCode0
On the Interplay Between Sparsity and Training in Deep Reinforcement Learning—0
Objects matter: object-centric world models improve reinforcement learning in visually complex environments—0
Reinforcement Learning for Quantum Circuit Design: Using Matrix Representations—0
Movable Antenna-Aided Cooperative ISAC Network with Time Synchronization error and Imperfect CSI—0
A Comprehensive Survey on Self-Interpretable Neural NetworksCode1
UNIDOOR: A Universal Framework for Action-Level Backdoor Attacks in Deep Reinforcement LearningCode0
Signal Whisperers: Enhancing Wireless Reception Using DRL-Guided Reflector Arrays—0
Divergence-Augmented Policy OptimizationCode1
Extensive Exploration in Complex Traffic Scenarios using Hierarchical Reinforcement Learning—0
Learning more with the same effort: how randomization improves the robustness of a robotic deep reinforcement learning agent—0
Reducing Action Space for Deep Reinforcement Learning via Causal Effect EstimationCode0
Age and Power Minimization via Meta-Deep Reinforcement Learning in UAV Networks—0
CSAOT: Cooperative Multi-Agent System for Active Object Tracking—0
Explainable AI-aided Feature Selection and Model Reduction for DRL-based V2X Resource Allocation—0
UAV-assisted Internet of Vehicles: A Framework Empowered by Reinforcement Learning and Blockchain—0
Deep Reinforcement Learning with Hybrid Intrinsic Reward Model—0
Adaptive Data Exploitation in Deep Reinforcement LearningCode0
Heuristic Deep Reinforcement Learning for Phase Shift Optimization in RIS-assisted Secure Satellite Communication Systems with RSMA—0
Sum Rate Enhancement using Machine Learning for Semi-Self Sensing Hybrid RIS-Enabled ISAC in THz Bands—0
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