Federated learning review: Fundamentals, enabling technologies, and future applications

S Banabilah, M Aloqaily, E Alsayed, N Malik… - Information processing & …, 2022 - Elsevier
… Since FL is massively growing research problem, we present a comprehensive literature of
progress in FL and the future of its directions under several areas and disciplines. Our work …

A survey on security and privacy of federated learning

V Mothukuri, RM Parizi, S Pouriyeh, Y Huang… - Future Generation …, 2021 - Elsevier
… a comprehensive study … federated learning approach would be a scenario where a marketing
team of a credit card division in a bank would like to enhance their ML model by learning

A comprehensive survey on federated learning techniques for healthcare informatics

K Dasaradharami Reddy… - Computational …, 2023 - Wiley Online Library
Federated learning (FL), which is a recent development in ML where the computation is …
In this study, we present a detailed survey of applications of FL for healthcare informatics. We …

Threats to federated learning: A survey

L Lyu, H Yu, Q Yang - arXiv preprint arXiv:2003.02133, 2020 - arxiv.org
Federated learning (FL) has recently emerged as a promising solution under this new
reality. Existing FL protocol design has been shown to exhibit vulnerabilities which can be …

A survey on federated learning systems: Vision, hype and reality for data privacy and protection

Q Li, Z Wen, Z Wu, S Hu, N Wang, Y Li… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… In this survey, we conduct a comprehensive review on federatedfederated learning systems
as shown in our case studies. By systematically summarizing the existing federated learning

Blockchain-based federated learning for securing internet of things: A comprehensive survey

W Issa, N Moustafa, B Turnbull, N Sohrabi… - … Computing Surveys, 2023 - dl.acm.org
… study aims to bridge gaps in current surveys by providing the reader with a comprehensive
… of this survey can be summarized as follows: • We provide a comprehensive review of the …

Federated machine learning: Concept and applications

Q Yang, Y Liu, T Chen, Y Tong - ACM Transactions on Intelligent …, 2019 - dl.acm.org
… as federated learning, which is a possible solution for these challenges. We survey existing
works on federated learning, … for a comprehensive secure federated-learning framework. We …

Challenges, applications and design aspects of federated learning: A survey

KMJ Rahman, F Ahmed, N Akhter, M Hasan… - IEEE …, 2021 - ieeexplore.ieee.org
… ABSTRACT Federated learning (FL) is a new technology that has been a hot research topic.
It enables the training … in mobile edge networks: A comprehensive survey,’’ IEEE Commun. …

Federated learning on multimodal data: A comprehensive survey

YM Lin, Y Gao, MG Gong, SJ Zhang, YQ Zhang… - Machine Intelligence …, 2023 - Springer
… With the growing awareness of data privacy, federated learning (FL) has gained increasing
… research efforts in multimodal federated learning (MMFL). In this survey, we explore the area …

Federated learning: a comprehensive review of recent advances and applications

H Kaur, V Rani, M Kumar, M Sachdeva, A Mittal… - Multimedia Tools and …, 2024 - Springer
… This systematic review article provides an overview of Federated Learning, covering its …
practical application of Federated Learning in real-world scenarios. As Federated Learning is a …