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Deep Reinforcement Learning

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TitleStatusHype
DRL-Based Secure Spectrum-Reuse D2D Communications with RIS Assistance—0
Controlling dynamics of stochastic systems with deep reinforcement learningCode0
Toward 6-DOF Autonomous Underwater Vehicle Energy-Aware Position Control based on Deep Reinforcement Learning: Preliminary Results—0
Provable Performance Bounds for Digital Twin-driven Deep Reinforcement Learning in Wireless Networks: A Novel Digital-Twin Bisimulation Metric—0
Target Defense with Multiple Defenders and an Agile Attacker via Residual Policy Learning—0
Applications of deep reinforcement learning to urban transit network design—0
Event-Based Limit Order Book Simulation under a Neural Hawkes Process: Application in Market-Making—0
Distributed Coordination for Heterogeneous Non-Terrestrial Networks—0
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation—0
Facilitating Emergency Vehicle Passage in Congested Urban Areas Using Multi-agent Deep Reinforcement Learning—0
Human-AI Collaboration in Cloud Security: Cognitive Hierarchy-Driven Deep Reinforcement Learning—0
Exploring Sentiment Manipulation by LLM-Enabled Intelligent Trading Agents—0
SpikeRL: A Scalable and Energy-efficient Framework for Deep Spiking Reinforcement Learning—0
SALSA-RL: Stability Analysis in the Latent Space of Actions for Reinforcement Learning—0
Hyperspherical Normalization for Scalable Deep Reinforcement Learning—0
Reinforcement Learning for Ultrasound Image Analysis A Comprehensive Review of Advances and Applications—0
SPRIG: Stackelberg Perception-Reinforcement Learning with Internal Game Dynamics—0
Learning Symbolic Task Decompositions for Multi-Agent TeamsCode0
Multi-Target Radar Search and Track Using Sequence-Capable Deep Reinforcement Learning—0
Improving Collision-Free Success Rate For Object Goal Visual Navigation Via Two-Stage Training With Collision Prediction—0
Fighter Jet Navigation and Combat using Deep Reinforcement Learning with Explainable AICode0
Atomic Proximal Policy Optimization for Electric Robo-Taxi Dispatch and Charger Allocation—0
Finding Optimal Trading History in Reinforcement Learning for Stock Market Trading—0
Learning a High-quality Robotic Wiping Policy Using Systematic Reward Analysis and Visual-Language Model Based Curriculum—0
A Graph-Enhanced Deep-Reinforcement Learning Framework for the Aircraft Landing Problem—0
A Survey of Sim-to-Real Methods in RL: Progress, Prospects and Challenges with Foundation Models—0
NTP-INT: Network Traffic Prediction-Driven In-band Network Telemetry for High-load Switches—0
Communication Strategy on Macro-and-Micro Traffic State in Cooperative Deep Reinforcement Learning for Regional Traffic Signal Control—0
Navigating Demand Uncertainty in Container Shipping: Deep Reinforcement Learning for Enabling Adaptive and Feasible Master Stowage PlanningCode0
Hovering Flight of Soft-Actuated Insect-Scale Micro Aerial Vehicles using Deep Reinforcement Learning—0
Massively Scaling Explicit Policy-conditioned Value Functions—0
Robot Deformable Object Manipulation via NMPC-generated Demonstrations in Deep Reinforcement Learning—0
TSS GAZ PTP: Towards Improving Gumbel AlphaZero with Two-stage Self-play for Multi-constrained Electric Vehicle Routing Problems—0
Intelligent Mobile AI-Generated Content Services via Interactive Prompt Engineering and Dynamic Service Provisioning—0
Integrating Language Models for Enhanced Network State Monitoring in DRL-Based SFC Provisioning—0
Deep Reinforcement Learning-Based Bidding Strategies for Prosumers Trading in Double Auction-Based Transactive Energy Market—0
Solving Online Resource-Constrained Scheduling for Follow-Up Observation in Astronomy: a Reinforcement Learning Approach—0
Rule-Bottleneck Reinforcement Learning: Joint Explanation and Decision Optimization for Resource Allocation with Language Agents—0
Convex Is Back: Solving Belief MDPs With Convexity-Informed Deep Reinforcement LearningCode0
AoI-Sensitive Data Forwarding with Distributed Beamforming in UAV-Assisted IoT—0
Deep Reinforcement Learning-Based User Scheduling for Collaborative Perception—0
UAV-assisted Joint Mobile Edge Computing and Data Collection via Matching-enabled Deep Reinforcement Learning—0
MIGT: Memory Instance Gated Transformer Framework for Financial Portfolio Management—0
Improve the Training Efficiency of DRL for Wireless Communication Resource Allocation: The Role of Generative Diffusion Models—0
PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy—0
Meta-Computing Enhanced Federated Learning in IIoT: Satisfaction-Aware Incentive Scheme via DRL-Based Stackelberg Game—0
Intelligent Offloading in Vehicular Edge Computing: A Comprehensive Review of Deep Reinforcement Learning Approaches and Architectures—0
SIGMA: Sheaf-Informed Geometric Multi-Agent PathfindingCode0
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
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