LLM-Driven APT Detection for 6G Wireless Networks: A Systematic Review and Taxonomy

Published in: IEEE Access

Aug 05, 2025

Muhammed Golec Yaser Khamayseh Suhib Bani Melhem Abdulmalik Alwarafy

Sixth Generation (6G) wireless networks, which are expected to be deployed in the 2030s, have already created great excitement in academia and the private sector with their extremely high communication speed and low latency rates. However, despite the ultra-low latency, high throughput, and AI-assisted orchestration capabilities they promise, they are vulnerable to stealthy and long-term Advanced Persistent Threats (APTs). Large Language Models (LLMs) stand out as an ideal candidate to fill thi...

High-profile leadership: celebrity CEOs and corporate cash reserves

Published in: Journal of Accounting Literature

Aug 01, 2025

Purpose Using a hand-collected dataset, this research contributes to the literature on how CEO personal qualities influence company choices and decision-making. To accomplish this, it investigates the relationship between the CEO’s personal celebrity and cash reserves. Design/methodology/approach Our sample includes all non-financial businesses that were listed on the S&P 500 between 2005 and 2020. Employing principal component analysis, we create the CEO celebrity index as a multidimensio...

Deep Reinforcement Learning-Based Joint Trajectory Design and Resource Allocation for Secure and Energy-Efficient UAV Networks

Published in: IEEE Open Journal of the Communications Society

Aug 01, 2025

Abdulmalik Alwarafy Suhib Bani Melhem Rand Abou Chahine Batool Said Maitha Alharethi Latifa Almazrouei

Unmanned Aerial Vehicles (UAVs) have been extensively used recently for wireless networks. However, such networks encounter several challenges that remain unsolved. In this paper, we address the issue of joint optimization of trajectory design and resource allocation in UAV-based wireless networks in the presence of eavesdroppers. We first formulate an optimization problem with the objective to maximize a utility function defined in terms of secrecy rate, energy utilization efficiency, and inte...