Security of federated learning in 6G era: A review on conceptual techniques and software platforms used for research and analysis

SHA Kazmi, F Qamar, R Hassan, K Nisar… - Computer Networks, 2024 - Elsevier
Federated Learning (FL) is an emerging Artificial Intelligence (AI) paradigm enabling
multiple parties to train a model collaboratively without sharing their data. With the upcoming …

Security in Federated Learning Enabled 6g Era: A Review on Conceptual Techniques and Software Platforms Used for Research and Analysis

SHA Kazmi, F Qamar, R Hassan, K Nisar… - Available at SSRN …, 2024 - papers.ssrn.com
Federated Learning (FL) is an emerging Artificial Intelligence (AI) paradigm that enables
multiple parties to collaboratively train a model without sharing their data. With the upcoming …

Security of 6G enabled vehicle-to-everything communication in emerging federated learning and blockchain technologies

M Kim, I Oh, K Yim, M Sahlabadi, Z Shukur - IEEE Access, 2023 - ieeexplore.ieee.org
Sixth-generation (6G) communication is emerging as a seamless and massive connection of
almost all digital devices. Vehicles, which are extensively linked with human mobility, must …

Successive Interference Cancellation Approach to Estimated Outage and Coverage Probability for UDN B5G Network

F Qamar, A Gachhadar, SHA Kazmi… - … Artificial Intelligence in …, 2023 - ieeexplore.ieee.org
The rapid evolution of wireless communication technologies has led to the emergence of
Ultra-Dense Networks (UDNs) in Beyond 5G (B5G) systems, providing unprecedented …

SLFL: A Server-Less Federated Learning Framework in Software Defined UAV Networks

SHA Kazmi, F Qamar, R Hassan… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
The unique characteristics of Unmanned Aerial Vehicle (UAV) networks, including limited
resources, dynamic topology, and heterogeneity, pose significant challenges for integration …

Towards Efficient 6G IoT Networks: A Perspective on Resource Optimization Strategies, Challenges, and Future Directions

Z Liwen, F Qamar, M Liaqat, MN Hindia… - IEEE Access, 2024 - ieeexplore.ieee.org
The next generation (6G) wireless communication technology has super advantages in high
transmission rates scenarios. Internet of Things (IoT) has been applied in recent years due …

Success Probability and Spectral Efficiency Estimation Using Successive Interference Cancellation for B5G Network

F Qamar, A Gachhadar, SHA Kazmi… - … on Computing (ICOCO …, 2023 - ieeexplore.ieee.org
This research paper investigates the examination of Successive Interference Cancellation
(SIC) implementation within ultra-dense 5G networks. The study focuses on the theoretical …

Distribution of resources beyond 5G networks with heterogeneous parallel processing and graph optimization algorithms

AO Khadidos, H Manoharan, S Selvarajan… - Cluster …, 2024 - Springer
In this paper, a design model for resource allocation is formulated beyond 5G networks for
effective data allocations in each network nodes. In all networks, data is transmitted only …

Analysis of Multi-tier Heterogeneous Network Using SIC Technique

A Gachhadar, RK Maharjan, S Shrestha… - Journal of The Institution …, 2023 - Springer
Heterogeneous system consists of a node with low power including femto cells, relays and
base stations. Heterogeneous network results in a interference between its network …

Multi-antenna Arrays Based Massive-MIMO for B5G/6G: State-of-the-Art, Challenges and Future Research Directions

F Qamar, SHA Kazmi, KAZ Ariffin, M Tayyab… - 2024 - preprints.org
This comprehensive article explores Massive MIMO (M-MIMO) design and its associated
concepts, focusing on the seamless integration requirements for Beyond 5G (B5G) and 6G …