A Survey of Intelligent End-to-End Networking Solutions: Integrating Graph Neural Networks and Deep Reinforcement Learning Approaches

P Tam, S Ros, I Song, S Kang, S Kim - Electronics, 2024 - mdpi.com
This paper provides a comprehensive survey of the integration of graph neural networks
(GNN) and deep reinforcement learning (DRL) in end-to-end (E2E) networking solutions …

Unveiling the 5G Frontier: Navigating Challenges, Applications, and Measurements in Channel Models and Implementations

M Shoaib, G Husnain, N Sayed, S Lim - IEEE Access, 2024 - ieeexplore.ieee.org
In the epoch of the fifth generation (5G) of wireless communication, this survey article
illuminates the nuanced landscape of 5G Channel Measurements and Models. It …

Throughput and latency targeted RL spectrum allocation in heterogeneous OTN

S Aleyadeh, A Javadtalab, A Shami - Annals of Telecommunications, 2024 - Springer
The increased adoption and development of 5 G-based services have greatly increased the
dynamic nature of traffic, including types, sizes, and requirements. Flex-grid elastic optical …

6G-based Intelligent, Context-Aware, and Trustworthy User-Centric Healthcare Applications

A Mihovska, A Vlahov, V Poulkov - 2024 Wireless …, 2024 - ieeexplore.ieee.org
This paper explores the role of 6G for realizing intelligent and context-aware user-centric
healthcare applications with a focus on stress-induced depressive disorders. It addresses …

Encoder Decoder-Based Virtual Physically Unclonable Function for Internet of Things Device Authentication Using Split-Learning

H Saleh, R Khan, S Muhaidat, O Alhussein… - Available at SSRN … - papers.ssrn.com
Abstract Internet of Things (IoT) networks have been deployed widely because of
contemporary methods in which devices communicate. Device authentication in IoT …

[PDF][PDF] Design of AI-based Digital Twin Network for Multimedia Service Provisioning

E Boffetti, A Rago, G Piro, G Boggia - telematics.poliba.it
In the era of pervasive connectivity, the effective provisioning of multimedia services surely
represents a cornerstone challenge for both infrastructure and service providers. Given the …