Federated Learning: Organizational Opportunities, Challenges, and Adoption Strategies

JD Fernandez, M Brennecke, T Barbereau… - arXiv preprint arXiv …, 2023 - arxiv.org
… open questions and opportunities for further technical, organizational, and legal … organizational,
and legal research opportunities to inspire future scientific inquiries into the opportunities

Advances and open problems in federated learning

P Kairouz, HB McMahan, B Avent… - … in machine learning, 2021 - nowpublishers.com
… in applying FL to other applications has greatly increased, including some which might
involve only a small number of relatively reliable clients, for example multiple organizations

Federated learning for wireless communications: Motivation, opportunities, and challenges

S Niknam, HS Dhillon, JH Reed - IEEE Communications …, 2020 - ieeexplore.ieee.org
… Due to its privacy-preserving nature, federated learning is … to the general idea of federated
learning, discuss several possible … for future research on federated learning in the context of …

Federated learning meets blockchain in edge computing: Opportunities and challenges

DC Nguyen, M Ding, QV Pham… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
… In this context, federated learning (FL) has been proposed to provide collaborative data
training solutions, by coordinating multiple mobile devices to train a shared AI model without …

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
… training of machine learning models among different organizations under the … federated
learning systems, we present the design factors, case studies, and future research opportunities

Federated learning: A survey on enabling technologies, protocols, and applications

M Aledhari, R Razzak, RM Parizi, F Saeed - IEEE Access, 2020 - ieeexplore.ieee.org
This paper provides a comprehensive study of Federated Learning (FL) with an emphasis
on enabling software and hardware platforms, protocols, real-life applications and use-cases. …

A review of applications in federated learning

L Li, Y Fan, M Tse, KY Lin - Computers & Industrial Engineering, 2020 - Elsevier
… in industrial field could be adversely affected by the preference on organizations with bulk of
learning method to process federated training. FC API, the basic layer for federation learning

[HTML][HTML] Smart and collaborative industrial IoT: A federated learning and data space approach

B Farahani, AK Monsefi - Digital Communications and Networks, 2023 - Elsevier
… even more IIoT application opportunities reliant upon machine learning or artificial intelligence…
Participant: participants represent organizations engaged in the multi-party federated data …

Blockchain and federated learning-based distributed computing defence framework for sustainable society

PK Sharma, JH Park, K Cho - Sustainable Cities and Society, 2020 - Elsevier
… poses organizational and national security challenges that present both opportunities and
… the features of blockchain technology and federated learning. The proposed model presents …

[HTML][HTML] Federated learning in edge computing: a systematic survey

HG Abreha, M Hayajneh, MA Serhani - Sensors, 2022 - mdpi.com
organizations. “Cross-device” and “cross-silo” are terms used to describe the possible FL
settings for end devices and organizations as … , as well as its implications and opportunities for …