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Swarm Learning for decentralized and confidential clinical machine learning2021 Nature article Computer Science Privacy-Preserving Technologies in Data Open access cited by 9 patents
Stefanie Warnat‐Herresthal, Hartmut Schultze, Krishnaprasad Lingadahalli Shastry, Sathyanarayanan Manamohan, Saikat Mukherjee, Vishesh Garg, +91 more
901citations -
Lightweight Automatic Modulation Classification Based on Decentralized Learning2021 IEEE Transactions on Cognitive Communications and Networking article Computer Science Wireless Signal Modulation Classification
Xue Gang Fu, Guan Gui, Yu Wang, Tomoaki Otsuki Ohtsuki, Bamidele Adebisi, Haris Gacanin, +1 more
96citations -
A Lightweight Decentralized-Learning-Based Automatic Modulation Classification Method for Resource-Constrained Edge Devices2022 IEEE Internet of Things Journal article Computer Science Wireless Signal Modulation Classification
Biao Dong, Yuchao Liu, Guan Gui, Xue Gang Fu, Heng Dong, Bamidele Adebisi, +2 more
52citations -
Decentralized Distributed Multi-institutional PET Image Segmentation Using a Federated Deep Learning Framework2022 Clinical Nuclear Medicine article Computer Science Medical Image Segmentation Techniques Open access
Isaac Shiri, Alireza Vafaei Sadr, Mehdi Amini, Yazdan Salimi, Amirhossein Sanaat, Azadeh Akhavanallaf, +9 more
53citations -
Encrypted federated learning for secure decentralized collaboration in cancer image analysis2023 Medical Image Analysis article Computer Science Privacy-Preserving Technologies in Data Open access
Daniel Truhn, Soroosh Tayebi Arasteh, Oliver Lester Saldanha, Gustav Anton Müller‐Franzes, Firas Khader, Philip Quirke, +21 more
90citations -
Deep Anatomical Federated Network (Dafne): An Open Client-Server Framework for Continuous, Collaborative Improvement of Deep Learning–based Medical Image Segmentation2025 Radiology Artificial Intelligence article Computer Science Medical Image Segmentation Techniques
Francesco Santini, Jakob Wasserthal, Abramo Agosti, Xeni Deligianni, Kevin R. Keene, Hermien E. Kan, +8 more
6citations -
Boosting multi-demographic federated learning for chest radiograph analysis using general-purpose self-supervised representations2025 European Journal of Radiology Artificial Intelligence article Computer Science Privacy-Preserving Technologies in Data Open access
Mahshad Lotfinia, Arash Tayebiarasteh, Mehdi Joodaki, Soroosh Tayebi Arasteh
9citations -
Data harmonization and federated learning for multi-cohort dementia research using the OMOP common data model: A Netherlands consortium of dementia cohorts case study2024 Journal of Biomedical Informatics article Computer Science Privacy-Preserving Technologies in Data Open access
Pedro Mateus, Justine E. F. Moonen, Magdalena Beran, Eva A. Jaarsma, Sophie M. van der Landen, Joost Heuvelink, +11 more
31citations
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