Incremental DRL-Based Resource Management for Dynamic Network Slicing in an Urban-Wide Testbed
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Haiyuan, Liu, Yuelin, Madhukumar, Hari, Emami, Amin, Zhou, Xueqing, Wu, Yulei, Vasilakos, Xenofon, Yan, Shuangyi, Simeonidou, Dimitra |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Multi-Agentic AI for Fairness-Aware and Accelerated Multi-modal Large Model Inference in Real-world Mobile Edge Networks
by: Li, Haiyuan, et al.
Published: (2026)
by: Li, Haiyuan, et al.
Published: (2026)
Towards Practical Operation of Deep Reinforcement Learning Agents in Real-World Network Management at Open RAN Edges
by: Li, Haiyuan, et al.
Published: (2024)
by: Li, Haiyuan, et al.
Published: (2024)
Cooperative Task Offloading through Asynchronous Deep Reinforcement Learning in Mobile Edge Computing for Future Networks
by: Liu, Yuelin, et al.
Published: (2025)
by: Liu, Yuelin, et al.
Published: (2025)
Deadline-Driven Hierarchical Agentic Resource Sharing for AI Services and RAN Functions in AI-RAN
by: Li, Haiyuan, et al.
Published: (2026)
by: Li, Haiyuan, et al.
Published: (2026)
Multi-Agentic AI for Conflict-Aware rApp Policy Orchestration in Open RAN
by: Li, Haiyuan, et al.
Published: (2026)
by: Li, Haiyuan, et al.
Published: (2026)
Unified Monitoring and Telemetry Platform for Future Intelligent Optical Networks
by: SHEN, SEN, et al.
Published: (2024)
by: SHEN, SEN, et al.
Published: (2024)
NetMind: Adaptive RAN Baseband Function Placement by GCN Encoding and Maze-solving DRL
by: Li, Haiyuan, et al.
Published: (2024)
by: Li, Haiyuan, et al.
Published: (2024)
DRL-Assisted Dynamic QoT-Aware Service Provisioning in Multi-Band Elastic Optical Networks
by: Teng, Yiran, et al.
Published: (2024)
by: Teng, Yiran, et al.
Published: (2024)
Profiling AI Models: Towards Efficient Computation Offloading in Heterogeneous Edge AI Systems
by: Parra-Ullauri, Juan Marcelo, et al.
Published: (2024)
by: Parra-Ullauri, Juan Marcelo, et al.
Published: (2024)
Reasoning AI Performance Degradation in 6G Networks with Large Language Models
by: Huang, Liming, et al.
Published: (2024)
by: Huang, Liming, et al.
Published: (2024)
Lifecycle Management of Trustworthy AI Models in 6G Networks: The REASON Approach
by: Parra-Ullauri, Juan, et al.
Published: (2025)
by: Parra-Ullauri, Juan, et al.
Published: (2025)
AI Model Placement for 6G Networks under Epistemic Uncertainty Estimation
by: Huang, Liming, et al.
Published: (2024)
by: Huang, Liming, et al.
Published: (2024)
Resource Management and Circuit Scheduling for Distributed Quantum Computing Interconnect Networks
by: Bahrani, Sima, et al.
Published: (2024)
by: Bahrani, Sima, et al.
Published: (2024)
Federated Analytics for 6G Networks: Applications, Challenges, and Opportunities
by: Parra-Ullauri, Juan Marcelo, et al.
Published: (2024)
by: Parra-Ullauri, Juan Marcelo, et al.
Published: (2024)
AIaaS for ORAN-based 6G Networks: Multi-time Scale Slice Resource Management with DRL
by: Mhatre, Suvidha, et al.
Published: (2023)
by: Mhatre, Suvidha, et al.
Published: (2023)
Resource Allocation Influence on Application Performance in Sliced Testbeds
by: Moreira, Rodrigo, et al.
Published: (2024)
by: Moreira, Rodrigo, et al.
Published: (2024)
Prompt-Tuned LLM-Augmented DRL for Dynamic O-RAN Network Slicing
by: Lotfi, Fatemeh, et al.
Published: (2025)
by: Lotfi, Fatemeh, et al.
Published: (2025)
SliceFed: Federated Constrained Multi-Agent DRL for Dynamic Spectrum Slicing in 6G
by: Mohammadi, Hossein, et al.
Published: (2026)
by: Mohammadi, Hossein, et al.
Published: (2026)
On Enhancing Network Throughput using Reinforcement Learning in Sliced Testbeds
by: Monteiro, Daniel Pereira, et al.
Published: (2024)
by: Monteiro, Daniel Pereira, et al.
Published: (2024)
An Explainable AI Framework for Dynamic Resource Management in Vehicular Network Slicing
by: Sun, Haochen, et al.
Published: (2025)
by: Sun, Haochen, et al.
Published: (2025)
Regional Resource Management for Service Provisioning in LEO Satellite Networks: A Topology Feature-Based DRL Approach
by: Bao, Chenxi, et al.
Published: (2025)
by: Bao, Chenxi, et al.
Published: (2025)
Traffic-cognitive Slicing for Resource-efficient Offloading with Dual-distillation DRL in Multi-edge Systems
by: Xiaoyang, Ting, et al.
Published: (2024)
by: Xiaoyang, Ting, et al.
Published: (2024)
Drift-Adaptive Slicing-Based Resource Management for Cooperative ISAC Networks
by: Hu, Shisheng, et al.
Published: (2025)
by: Hu, Shisheng, et al.
Published: (2025)
DRL-based Latency-Aware Network Slicing in O-RAN with Time-Varying SLAs
by: Raftopoulos, Raoul, et al.
Published: (2024)
by: Raftopoulos, Raoul, et al.
Published: (2024)
Federated Fairness Analytics: Quantifying Fairness in Federated Learning
by: Dilley, Oscar, et al.
Published: (2024)
by: Dilley, Oscar, et al.
Published: (2024)
Connecting the Unconnected: A DT Case Study of Nomadic Nodes Deployment in Nepal
by: Mavromatis, Ioannis, et al.
Published: (2024)
by: Mavromatis, Ioannis, et al.
Published: (2024)
Prioritizing Latency with Profit: A DRL-Based Admission Control for 5G Network Slices
by: Chakraborty, Proggya, et al.
Published: (2025)
by: Chakraborty, Proggya, et al.
Published: (2025)
A Real-Time Bike-Pedestrian Safety System with Wide-Angle Perception and Evaluation Testbed for Urban Intersections
by: Turkcan, Mehmet Kerem
Published: (2026)
by: Turkcan, Mehmet Kerem
Published: (2026)
AI-Native Multi-Access Future Networks -- The REASON Architecture
by: Katsaros, Konstantinos, et al.
Published: (2024)
by: Katsaros, Konstantinos, et al.
Published: (2024)
A Hierarchical DRL Approach for Resource Optimization in Multi-RIS Multi-Operator Networks
by: Zhang, Haocheng, et al.
Published: (2024)
by: Zhang, Haocheng, et al.
Published: (2024)
Federated Transfer Component Analysis Towards Effective VNF Profiling
by: Zhang, Xunzheng, et al.
Published: (2024)
by: Zhang, Xunzheng, et al.
Published: (2024)
DRL: Discriminative Representation Learning with Parallel Adapters for Class Incremental Learning
by: Zhan, Jiawei, et al.
Published: (2025)
by: Zhan, Jiawei, et al.
Published: (2025)
From Classification to Optimization: Slicing and Resource Management with TRACTOR
by: Groen, Joshua, et al.
Published: (2023)
by: Groen, Joshua, et al.
Published: (2023)
EdgeMark: An Automation and Benchmarking System for Embedded Artificial Intelligence Tools
by: Hasanpour, Mohammad Amin, et al.
Published: (2025)
by: Hasanpour, Mohammad Amin, et al.
Published: (2025)
Resource Slicing with Cross-Cell Coordination in Satellite-Terrestrial Integrated Networks
by: He, Mingcheng, et al.
Published: (2024)
by: He, Mingcheng, et al.
Published: (2024)
IT Laws in the Era of Cloud-Computing
by: Kontargyris, Xenofon
Published: (2020)
by: Kontargyris, Xenofon
Published: (2020)
Editorial
by: Xenofon Baraliakos
Published: (2020)
by: Xenofon Baraliakos
Published: (2020)
Network Slicing Resource Management in Uplink User-Centric Cell-Free Massive MIMO Systems
by: Sarker, Manobendu, et al.
Published: (2026)
by: Sarker, Manobendu, et al.
Published: (2026)
DORA: Dynamic O-RAN Resource Allocation for Multi-Slice 5G Networks
by: Dorcheh, Alireza Ebrahimi, et al.
Published: (2025)
by: Dorcheh, Alireza Ebrahimi, et al.
Published: (2025)
Adaptive DRL for IRS Mirror Orientation in Dynamic OWC Networks
by: Hamad, Ahrar N., et al.
Published: (2025)
by: Hamad, Ahrar N., et al.
Published: (2025)
Similar Items
-
Multi-Agentic AI for Fairness-Aware and Accelerated Multi-modal Large Model Inference in Real-world Mobile Edge Networks
by: Li, Haiyuan, et al.
Published: (2026) -
Towards Practical Operation of Deep Reinforcement Learning Agents in Real-World Network Management at Open RAN Edges
by: Li, Haiyuan, et al.
Published: (2024) -
Cooperative Task Offloading through Asynchronous Deep Reinforcement Learning in Mobile Edge Computing for Future Networks
by: Liu, Yuelin, et al.
Published: (2025) -
Deadline-Driven Hierarchical Agentic Resource Sharing for AI Services and RAN Functions in AI-RAN
by: Li, Haiyuan, et al.
Published: (2026) -
Multi-Agentic AI for Conflict-Aware rApp Policy Orchestration in Open RAN
by: Li, Haiyuan, et al.
Published: (2026)