Artificial Intelligence · Computer Science
Intervention-Assisted Policy Gradient Methods for Online Stochastic Queuing Network Optimization: Technical Report
Jerrod Wigmore, Brooke Shrader, Eytan Modiano
2024-04-08
Distributed, Parallel, and Cluster Computing · Computer Science
Attention-based Open RAN Slice Management using Deep Reinforcement Learning
Fatemeh Lotfi, Fatemeh Afghah, Jonathan Ashdown
2023-06-19
Networking and Internet Architecture · Computer Science
QoT estimation using EGN-assisted machine learning for multi-period network planning
Jasper Müller, Sai Kireet Patri, Tobias Fehenberger, Helmut Griesser +2
2023-05-15
Signal Processing · Electrical Eng. & Systems
Knowledge-Assisted Deep Reinforcement Learning in 5G Scheduler Design: From Theoretical Framework to Implementation
Zhouyou Gu, Changyang She, Wibowo Hardjawana, Simon Lumb +3
2021-02-04
Networking and Internet Architecture · Computer Science
Online Learning-based Adaptive Beam Switching for 6G Networks: Enhancing Efficiency and Resilience
Seyed Bagher Hashemi Natanzi, Zhicong Zhu, Bo Tang
2025-12-04
Systems and Control · Electrical Eng. & Systems
Online Service Provisioning in NFV-enabled Networks Using Deep Reinforcement Learning
Ali Nouruzi, Abolfazl Zakeri, Mohamad Reza Javan, Nader Mokari +2
2021-11-04
Networking and Internet Architecture · Computer Science
DRL-Driven Edge-Aware Utility Optimization for Multi-Slice 6G Networks
Khaled M. Naguib, Soumaya Cherkaoui, Mahmoud M. Elmessalawy, Ahmed M. Abd El-Haleem +1
2026-05-25
Networking and Internet Architecture · Computer Science
Quality-of-Service Aware LLM Routing for Edge Computing with Multiple Experts
Jin Yang, Qiong Wu, Zhiying Feng, Zhi Zhou +2
2025-08-04
Distributed, Parallel, and Cluster Computing · Computer Science
{\mu}-DDRL: A QoS-Aware Distributed Deep Reinforcement Learning Technique for Service Offloading in Fog computing Environments
Mohammad Goudarzi, Maria A. Rodriguez, Majid Sarvi, Rajkumar Buyya
2023-10-16
Networking and Internet Architecture · Computer Science
DRL-based Slice Placement under Realistic Network Load Conditions
José Jurandir Alves Esteves, Amina Boubendir, Fabrice Guillemin, Pierre Sens
2021-09-28
Signal Processing · Electrical Eng. & Systems
Deep Reinforcement Learning Based Massive Access Management for Ultra-Reliable Low-Latency Communications
Helin Yang, Zehui Xiong, Jun Zhao, Dusit Niyato +2
2020-12-18
Networking and Internet Architecture · Computer Science
A QoT Estimation Method using EGN-assisted Machine Learning for Network Planning Applications
Jasper Müller, Sai Kireet Patri, Tobias Fehenberger, Carmen Mas-Machuca +2
2021-12-09
Signal Processing · Electrical Eng. & Systems
Multi-User Beamforming with Deep Reinforcement Learning in Sensing-Aided Communication
Xiyu Wang, Gilberto Berardinelli, Hei Victor Cheng, Petar Popovski +1
2025-05-12
Networking and Internet Architecture · Computer Science
Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments
Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria-Rivera, Medhat Elsayed +4
2023-01-20
Quantum Physics · Physics
Attention-Based Deep Reinforcement Learning for Qubit Allocation in Modular Quantum Architectures
Enrico Russo, Maurizio Palesi, Davide Patti, Giuseppe Ascia +1
2026-04-28
Information Theory · Computer Science
DRL-Based Robust Multi-Timescale Anti-Jamming Approaches under State Uncertainty
Haoqin Zhao, Zan Li, Jiangbo Si, Rui Huang +3
2025-11-06
Networking and Internet Architecture · Computer Science
Towards Practical Operation of Deep Reinforcement Learning Agents in Real-World Network Management at Open RAN Edges
Haiyuan Li, Hari Madhukumar, Peizheng Li, Yuelin Liu +5
2025-07-21