On the specialization of fdrl agents for scalable and distributed 6g ran slicing orchestration

F Rezazadeh, L Zanzi, F Devoti… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Network slicing enables multiple virtual networks to be instantiated and customized to meet
heterogeneous use case requirements over 5G and beyond network deployments …

A Multi-Level Deep RL-Based Network Slicing and Resource Management for O-RAN-Based 6G Cell-Free Networks

N Ghafouri, JS Vardakas, K Ramantas… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the deployment of the fifth generation (5G) of cellular networks, the focus of the
information society has switched to the next era in which the limitations of 5G will be …

A federated DRL approach for smart micro-grid energy control with distributed energy resources

F Rezazadeh, N Bartzoudis - 2022 IEEE 27th International …, 2022 - ieeexplore.ieee.org
The prevalence of the Internet of things (IoT) and smart meters devices in smart grids is
providing key support for measuring and analyzing the power consumption patterns. This …

Explanation-Guided Deep Reinforcement Learning for Trustworthy 6G RAN Slicing

F Rezazadeh, H Chergui… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
The complexity of emerging sixth-generation (6G) wireless networks has sparked an
upsurge in adopting artificial intelligence (AI) to underpin the challenges in network …

DTN-assisted dynamic cooperative slicing for delay-sensitive service in MEC-enabled IoT via deep deterministic policy gradient with variable action

L Li, L Tang, Q Liu, Y Wang, X He… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Network slicing (NS) provides customized services to users of the Internet of Things (IoT) by
creating logical virtual networks, and NS combined with multiaccess edge computing (MEC) …

AI-Driven Consumer Insights in Business: A Systematic Review and Bibliometric Analysis of Opportunities and Challenges.

AT Rosário, JC Dias - International Journal of Marketing …, 2025 - u3isjournal.isvouga.pt
Consumer insights driven by AI offer significant opportunities for businesses to deepen their
understanding of and connect more effectively with their target audience. However, these …

User Request Provisioning Oriented Slice Anomaly Prediction and Resource Allocation in 6G Networks

Z Ming, H Yu, T Taleb - ICC 2024-IEEE International …, 2024 - ieeexplore.ieee.org
Satisfying users' requests based on the service level agreements of network slices is one of
the most basic and vital topics of network slicing in 6G networks, and anomaly detection is …

Intent-Based Network Resource Slicing in 6G

B Ojaghi, R Vilalta, R Muñoz - … on Network of the Future (NoF), 2024 - ieeexplore.ieee.org
The purpose of 6G mobile networks is to automate network resource allocation and support
both new and existing 5G vertical services that have diverse Quality of Service (QoS) intent …

Towards quantum-enabled 6G slicing

F Rezazadeh, S Kahvazadeh… - arXiv preprint arXiv …, 2022 - arxiv.org
The quantum machine learning (QML) paradigms and their synergies with network slicing
can be envisioned to be a disruptive technology on the cusp of entering to era of sixth …