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Deep Reinforcement Learning

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TitleStatusHype
Digital Twin-Enhanced Deep Reinforcement Learning for Resource Management in Networks Slicing—0
Goal-conditioned Offline Planning from Curious Exploration—0
Edge AI for Internet of Energy: Challenges and Perspectives—0
Temporal Transfer Learning for Traffic Optimization with Coarse-grained Advisory Autonomy—0
Program Machine Policy: Addressing Long-Horizon Tasks by Integrating Program Synthesis and State Machines—0
Utilizing Explainability Techniques for Reinforcement Learning Model AssuranceCode1
Interactive Autonomous Navigation with Internal State Inference and Interactivity Estimation—0
Multi-Agent Reinforcement Learning for Power Control in Wireless Networks via Adaptive Graphs—0
Margin Trader: A Reinforcement Learning Framework for Portfolio Management with Margin and ConstraintsCode0
Agent as Cerebrum, Controller as Cerebellum: Implementing an Embodied LMM-based Agent on Drones—0
Efficient Open-world Reinforcement Learning via Knowledge Distillation and Autonomous Rule Discovery—0
How to ensure a safe control strategy? Towards a SRL for urban transit autonomous operation—0
Towards Explainable Strategy Templates using NLP Transformers—0
A DRL solution to help reduce the cost in waiting time of securing a traffic light for cyclistsCode0
High-Speed Voltage Control in Active Distribution Systems with Smart Inverter Coordination and Deep Reinforcement Learning—0
Neural Approximate Dynamic Programming for the Ultra-fast Order Dispatching Problem—0
Nav-Q: Quantum Deep Reinforcement Learning for Collision-Free Navigation of Self-Driving CarsCode0
AIaaS for ORAN-based 6G Networks: Multi-time Scale Slice Resource Management with DRL—0
ADAPTER-RL: Adaptation of Any Agent using Reinforcement Learning—0
Multi-Timescale Control and Communications with Deep Reinforcement Learning -- Part II: Control-Aware Radio Resource Allocation—0
Multi-Timescale Control and Communications with Deep Reinforcement Learning -- Part I: Communication-Aware Vehicle Control—0
Robust Network Slicing: Multi-Agent Policies, Adversarial Attacks, and Defensive Strategies—0
6G Fresnel Spot Beamfocusing using Large-Scale Metasurfaces: A Distributed DRL-Based Approach—0
Benchmarking Feature Extractors for Reinforcement Learning-Based Semiconductor Defect Localization—0
Decentralized Energy Marketplace via NFTs and AI-based AgentsCode1
Joint Sensing and Communication Optimization in Target-Mounted STARS-Assisted Vehicular Networks: A MADRL Approach—0
Guaranteeing Control Requirements via Reward Shaping in Reinforcement LearningCode0
Short vs. Long-term Coordination of Drones: When Distributed Optimization Meets Deep Reinforcement Learning—0
An MRL-Based Design Solution for RIS-Assisted MU-MIMO Wireless System under Time-Varying Channels—0
Goal-oriented Estimation of Multiple Markov Sources in Resource-constrained Systems—0
An introduction to reinforcement learning for neuroscience—0
TIAGo RL: Simulated Reinforcement Learning Environments with Tactile Data for Mobile Robots—0
Towards Transferring Tactile-based Continuous Force Control Policies from Simulation to Robot—0
Semantic-aware Sampling and Transmission in Energy Harvesting Systems: A POMDP Approach—0
Genetic Algorithm enhanced by Deep Reinforcement Learning in parent selection mechanism and mutation : Minimizing makespan in permutation flow shop scheduling problems—0
Clipped-Objective Policy Gradients for Pessimistic Policy OptimizationCode0
Adaptive Stochastic Nonlinear Model Predictive Control with Look-ahead Deep Reinforcement Learning for Autonomous Vehicle Motion Control—0
Learning-Based Latency-Constrained Fronthaul Compression Optimization in C-RAN—0
Mitigating Estimation Errors by Twin TD-Regularized Actor and Critic for Deep Reinforcement Learning—0
Uni-O4: Unifying Online and Offline Deep Reinforcement Learning with Multi-Step On-Policy OptimizationCode1
QECO: A QoE-Oriented Computation Offloading Algorithm based on Deep Reinforcement Learning for Mobile Edge ComputingCode2
Efficient Symbolic Policy Learning with Differentiable Symbolic ExpressionCode0
DRNet: A Decision-Making Method for Autonomous Lane Changingwith Deep Reinforcement Learning—0
Intelligent QoS aware slice resource allocation with user association parameterization for beyond 5G ORAN based architecture using DRL—0
Learning impartial policies for sequential counterfactual explanations using Deep Reinforcement Learning—0
Active Neural Topological Mapping for Multi-Agent Exploration—0
Closed Drafting as a Case Study for First-Principle Interpretability, Memory, and Generalizability in Deep Reinforcement Learning—0
Handover Protocol Learning for LEO Satellite Networks: Access Delay and Collision Minimization—0
Sample-Efficient and Safe Deep Reinforcement Learning via Reset Deep Ensemble Agents—0
Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communications—0
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