An Overview of Machine Learning-Enabled Optimization for Reconfigurable Intelligent Surfaces-Aided 6G Networks: From Reinforcement Learning to Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Zhou, Hao, Hu, Chengming, Liu, Xue |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Throughput and Link Utilization Improvement in Satellite Networks: A Learning-Enabled Approach
by: Wu, Hao
Published: (2024)
by: Wu, Hao
Published: (2024)
Enabling Communication and Control Co-Design in 6G Networks
by: Ayan, Onur, et al.
Published: (2024)
by: Ayan, Onur, et al.
Published: (2024)
Open Source Reconfigurable Intelligent Surface for the Frequency Range of 5 GHz WiFi
by: Heinrichs, Markus, et al.
Published: (2023)
by: Heinrichs, Markus, et al.
Published: (2023)
AI-Native Network Digital Twin for Intelligent Network Management in 6G
by: Wu, Wen, et al.
Published: (2024)
by: Wu, Wen, et al.
Published: (2024)
Optimizing Reinforcement Learning Training over Digital Twin Enabled Multi-fidelity Networks
by: Yu, Hanzhi, et al.
Published: (2026)
by: Yu, Hanzhi, et al.
Published: (2026)
Space-O-RAN: Enabling Intelligent, Open, and Interoperable Non Terrestrial Networks in 6G
by: Baena, Eduardo, et al.
Published: (2025)
by: Baena, Eduardo, et al.
Published: (2025)
Queue-Aware and Resilient Routing in LEO Satellite Networks Using Multi-Agent Reinforcement Learning
by: Liaq, Mudassar, et al.
Published: (2026)
by: Liaq, Mudassar, et al.
Published: (2026)
Deep Reinforcement Learning Approach to QoSAware Load Balancing in 5G Cellular Networks under User Mobility and Observation Uncertainty
by: Eskandarpour, Mehrshad, et al.
Published: (2025)
by: Eskandarpour, Mehrshad, et al.
Published: (2025)
Towards Energy- and Cost-Efficient 6G Networks
by: Azzino, Tommy, et al.
Published: (2024)
by: Azzino, Tommy, et al.
Published: (2024)
Semantic-Aware Edge Intelligence for UAV Handover in 6G Networks
by: Al-Hameed, Aubida A., et al.
Published: (2025)
by: Al-Hameed, Aubida A., et al.
Published: (2025)
A Disaster-Aware Integrated TN-NTN System-Level Simulator for Resilient 6G Wireless Networks
by: Wang, Donglin, et al.
Published: (2026)
by: Wang, Donglin, et al.
Published: (2026)
ACCORD: Application Context-aware Cross-layer Optimization and Resource Design for 5G/NextG Machine-centric Applications
by: Chiejina, Azuka, et al.
Published: (2025)
by: Chiejina, Azuka, et al.
Published: (2025)
Enhanced 5G/B5G Network Planning/Optimization deploying RIS in Urban/Outdoor Scenarios
by: Farré, Valdemar, et al.
Published: (2024)
by: Farré, Valdemar, et al.
Published: (2024)
Optimizing Age of Information in Networks with Large and Small Updates
by: Zhao, Zhuoyi, et al.
Published: (2025)
by: Zhao, Zhuoyi, et al.
Published: (2025)
Statistical QoS Provisioning Architecture for 6G Satellite-Terrestrial Integrated Networks
by: Wang, Jingqing, et al.
Published: (2024)
by: Wang, Jingqing, et al.
Published: (2024)
From Simulators to Digital Twins for Enabling Emerging Cellular Networks: A Tutorial and Survey
by: Manalastas, Marvin, et al.
Published: (2024)
by: Manalastas, Marvin, et al.
Published: (2024)
Uncrewed Vehicles in 6G Networks: A Unifying Treatment of Problems, Formulations, and Tools
by: Hurst, Winston, et al.
Published: (2024)
by: Hurst, Winston, et al.
Published: (2024)
Large Language Models for Wireless Networks: An Overview from the Prompt Engineering Perspective
by: Zhou, Hao, et al.
Published: (2024)
by: Zhou, Hao, et al.
Published: (2024)
Addressing the Load Estimation Problem: Cell Switching in HAPS-Assisted Sustainable 6G Networks
by: Salamatmoghadasi, Maryam, et al.
Published: (2024)
by: Salamatmoghadasi, Maryam, et al.
Published: (2024)
Novel Methods for Load Estimation in Cell Switching in HAPS-Assisted Sustainable 6G Networks
by: Salamatmoghadasi, Maryam, et al.
Published: (2024)
by: Salamatmoghadasi, Maryam, et al.
Published: (2024)
Drift Plus Optimistic Penalty: A Learning Framework for Stochastic Network Optimization with Improved Regret Bounds
by: Chadaga, Sathwik, et al.
Published: (2025)
by: Chadaga, Sathwik, et al.
Published: (2025)
On-Demand Multimedia Delivery in 6G: An Optimal-Cost Steiner Tree Approach
by: Wang, Zien, et al.
Published: (2025)
by: Wang, Zien, et al.
Published: (2025)
5G-Enabled Smart Prosthetic Hand: Connectivity Analysis and Assessment
by: Karaali, Ozan, et al.
Published: (2025)
by: Karaali, Ozan, et al.
Published: (2025)
Efficient Sensors Selection for Traffic Flow Monitoring: An Overview of Model-Based Techniques leveraging Network Observability
by: Fabris, Marco, et al.
Published: (2024)
by: Fabris, Marco, et al.
Published: (2024)
Reliable Transmission of LTP Using Reinforcement Learning-Based Adaptive FEC
by: Chen, Liang, et al.
Published: (2025)
by: Chen, Liang, et al.
Published: (2025)
AI-Native Open RAN for Non-Terrestrial Networks: An Overview
by: Deng, Jikang, et al.
Published: (2025)
by: Deng, Jikang, et al.
Published: (2025)
Toward Multi-Layer Networking for Satellite Network Operations
by: Hu, Peng
Published: (2023)
by: Hu, Peng
Published: (2023)
Time Synchronization for 5G and TSN Integrated Networking
by: Wang, Zixiao, et al.
Published: (2024)
by: Wang, Zixiao, et al.
Published: (2024)
Intelligent Spectrum Sharing in Integrated TN-NTNs: A Hierarchical Deep Reinforcement Learning Approach
by: Umer, Muhammad, et al.
Published: (2025)
by: Umer, Muhammad, et al.
Published: (2025)
Demystifying Deep Reinforcement Learning: A Neuro-Symbolic Framework for Interpretable Open RAN Automation
by: Lu, Jie, et al.
Published: (2026)
by: Lu, Jie, et al.
Published: (2026)
Machine Learning-Driven Anomaly Detection for 5G O-RAN Performance Metrics
by: Azkaei, Babak, et al.
Published: (2025)
by: Azkaei, Babak, et al.
Published: (2025)
Optimizing 5G-Advanced Networks for Time-critical Applications: The Role of L4S
by: Pan, Guangjin, et al.
Published: (2024)
by: Pan, Guangjin, et al.
Published: (2024)
Towards xApp Conflict Evaluation with Explainable Machine Learning and Causal Inference in O-RAN
by: Sharma, Pragya, et al.
Published: (2025)
by: Sharma, Pragya, et al.
Published: (2025)
Demo: Testing AI-driven MAC Learning in Autonomic Networks
by: Paeleke, Leonard, et al.
Published: (2024)
by: Paeleke, Leonard, et al.
Published: (2024)
Learning a Network Digital Twin as a Hybrid System
by: Mavridis, Christos, et al.
Published: (2025)
by: Mavridis, Christos, et al.
Published: (2025)
Intelligent Multi-link EDCA Optimization for Delay-Bounded QoS in Wi-Fi 7
by: Yi, Peini, et al.
Published: (2025)
by: Yi, Peini, et al.
Published: (2025)
Improving 5G/B5G Network Performance with RFID-Enabled Resource Management Systems
by: Arinze, Stella N., et al.
Published: (2025)
by: Arinze, Stella N., et al.
Published: (2025)
LINKs: Large Language Model Integrated Management for 6G Empowered Digital Twin NetworKs
by: Jiang, Shufan, et al.
Published: (2024)
by: Jiang, Shufan, et al.
Published: (2024)
Reinforcement Learning for Dynamic Resource Allocation in Optical Networks: Hype or Hope?
by: Doherty, Michael, et al.
Published: (2025)
by: Doherty, Michael, et al.
Published: (2025)
Testbed Development: An Intelligent O-RAN based Cell-Free MIMO Network
by: Chu, Yi, et al.
Published: (2025)
by: Chu, Yi, et al.
Published: (2025)
Similar Items
-
Throughput and Link Utilization Improvement in Satellite Networks: A Learning-Enabled Approach
by: Wu, Hao
Published: (2024) -
Enabling Communication and Control Co-Design in 6G Networks
by: Ayan, Onur, et al.
Published: (2024) -
Open Source Reconfigurable Intelligent Surface for the Frequency Range of 5 GHz WiFi
by: Heinrichs, Markus, et al.
Published: (2023) -
AI-Native Network Digital Twin for Intelligent Network Management in 6G
by: Wu, Wen, et al.
Published: (2024) -
Optimizing Reinforcement Learning Training over Digital Twin Enabled Multi-fidelity Networks
by: Yu, Hanzhi, et al.
Published: (2026)