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Deep Reinforcement Learning

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TitleStatusHype
Deep Reinforcement Learning for the Design of Metamaterial Mechanisms with Functional Compliance Control—0
RL-ADN: A High-Performance Deep Reinforcement Learning Environment for Optimal Energy Storage Systems Dispatch in Active Distribution NetworksCode2
Deep Reinforcement Learning for Robotics: A Survey of Real-World Successes—0
SCREENER: A general framework for task-specific experiment design in quantitative MRI—0
Communication-Aware Consistent Edge Selection for Mobile Users and Autonomous Vehicles—0
Research on Autonomous Driving Decision-making Strategies based Deep Reinforcement Learning—0
Generalized Gaussian Temporal Difference Error for Uncertainty-aware Reinforcement LearningCode0
Latency-Aware Resource Allocation for Mobile Edge Generation and Computing via Deep Reinforcement Learning—0
Scenario-based Thermal Management Parametrization Through Deep Reinforcement Learning—0
Shaping Rewards, Shaping Routes: On Multi-Agent Deep Q-Networks for Routing in Satellite Constellation Networks—0
Deep Reinforcement Learning for Dynamic Order Picking in Warehouse Operations—0
Multi-Objective Deep Reinforcement Learning for Optimisation in Autonomous Systems—0
Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control—0
Adaptive traffic signal safety and efficiency improvement by multi objective deep reinforcement learning approach—0
Adaptive Transit Signal Priority based on Deep Reinforcement Learning and Connected Vehicles in a Traffic Microsimulation Environment—0
Multi-agent reinforcement learning for the control of three-dimensional Rayleigh-Bénard convectionCode0
Image-Based Deep Reinforcement Learning with Intrinsically Motivated Stimuli: On the Execution of Complex Robotic Tasks—0
Black box meta-learning intrinsic rewards for sparse-reward environmentsCode0
Sustainable Task Offloading in Secure UAV-assisted Smart Farm Networks: A Multi-Agent DRL with Action Mask Approach—0
Quantum Machine Learning Architecture Search via Deep Reinforcement Learning—0
The Interpretability of Codebooks in Model-Based Reinforcement Learning is Limited—0
NAVIX: Scaling MiniGrid Environments with JAXCode2
Reputation-Driven Asynchronous Federated Learning for Enhanced Trajectory Prediction with Blockchain—0
Large Language Models for Human-like Autonomous Driving: A Survey—0
Multi-Agent Deep Reinforcement Learning for Energy Efficient Multi-Hop STAR-RIS-Assisted Transmissions—0
FH-DRL: Exponential-Hyperbolic Frontier Heuristics with DRL for accelerated Exploration in Unknown Environments—0
Multi-Agent Deep Reinforcement Learning for Resilience Optimization in 5G RAN—0
Advanced deep-reinforcement-learning methods for flow control: group-invariant and positional-encoding networks improve learning speed and qualityCode0
Personalized and Context-aware Route Planning for Edge-assisted Vehicles—0
Harnessing DRL for URLLC in Open RAN: A Trade-off Exploration—0
MoveLight: Enhancing Traffic Signal Control through Movement-Centric Deep Reinforcement Learning—0
Neural Network-Based Bandit: A Medium Access Control for the IIoT Alarm Scenario—0
MODRL-TA:A Multi-Objective Deep Reinforcement Learning Framework for Traffic Allocation in E-Commerce Search—0
Offline Imitation Learning Through Graph Search and Retrieval—0
Diffusion Model Based Resource Allocation Strategy in Ultra-Reliable Wireless Networked Control Systems—0
Mitigating Deep Reinforcement Learning Backdoors in the Neural Activation Space—0
Unveiling the Decision-Making Process in Reinforcement Learning with Genetic ProgrammingCode0
A Comparative Study of Deep Reinforcement Learning Models: DQN vs PPO vs A2CCode1
Explainable Post hoc Portfolio Management Financial Policy of a Deep Reinforcement Learning agentCode0
Reinforcement Learning: Tutorial and Survey—0
Event-Triggered Reinforcement Learning Based Joint Resource Allocation for Ultra-Reliable Low-Latency V2X Communications—0
Instance Selection for Dynamic Algorithm Configuration with Reinforcement Learning: Improving GeneralizationCode0
Analyzing and Bridging the Gap between Maximizing Total Reward and Discounted Reward in Deep Reinforcement Learning—0
Deep Reinforcement Learning for Multi-Objective Optimization: Enhancing Wind Turbine Energy Generation while Mitigating Noise Emissions—0
Reconfigurable Intelligent Surface Aided Vehicular Edge Computing: Joint Phase-shift Optimization and Multi-User Power AllocationCode1
Random Latent Exploration for Deep Reinforcement Learning—0
Multiobjective Vehicle Routing Optimization with Time Windows: A Hybrid Approach Using Deep Reinforcement Learning and NSGA-II—0
DeepClair: Utilizing Market Forecasts for Effective Portfolio Selection—0
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning—0
Estimating Reaction Barriers with Deep Reinforcement Learning—0
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