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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 -
SwarmMAP: Swarm Learning for Decentralized Cell Type Annotation in Single Cell Sequencing Data2025 bioRxiv (Cold Spring Harbor Laboratory) preprint Biochemistry, Genetics and Molecular Biology Single-cell and spatial transcriptomics Open access
Oliver Lester Saldanha, Vivien Goepp, Hyojin Kim, Jie Ping Zhu, Rafael Kramann, Sikander Hayat, +1 more
1citations -
SwarmMAP: swarm learning for decentralized cell type annotation in single cell sequencing data2026 npj Systems Biology and Applications article Biochemistry, Genetics and Molecular Biology Single-cell and spatial transcriptomics Open access
Oliver Lester Saldanha, Vivien Goepp, Hyojin Kim, Jie Fu Zhu, Rafael Kramann, Sikander Hayat, +1 more
0citations -
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 collaborative multi-institutional PET attenuation and scatter correction using federated deep learning2022 European Journal of Nuclear Medicine and Molecular Imaging article Medicine Medical Imaging Techniques and Applications Open access
Isaac Shiri, Alireza Vafaei Sadr, Yazdan Salimi, Amirhossein Sanaat, Mehdi Amini, Behrooz Razeghi, +7 more
54citations -
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 -
Swarm learning for decentralized artificial intelligence in cancer histopathology2021 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science AI in cancer detection Open access
Oliver Lester Saldanha, Philip Quirke, Nicholas Paul West, Jacqueline A. James, Maurice Bernard Loughrey, Heike Irmgard Grabsch, +20 more
22citations -
Incorporating scheduling autonomy of workers into flexible job shop scheduling: Learning and balancing decentralized task sequencing decisions with overall scheduling performance2025 Journal of Manufacturing Systems article Engineering Scheduling and Optimization Algorithms Open access
Jan-Phillip Herrmann, Sven M. Tackenberg, Tharsika Pakeerathan Srirajan, Verena Nitsch
1citations -
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 -
Incorporating scheduling autonomy of workers into flexible job shop scheduling: Learning and balancing decentralized task sequencing decisions with overall scheduling performance2026 Journal of Manufacturing Systems article Engineering Scheduling and Optimization Algorithms Open access
Jan-Phillip Herrmann, Sven M. Tackenberg, Tharsika Pakeerathan Srirajan, Verena Nitsch
0citations -
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 -
Communication-efficient Decentralised Federated Learning via Low Huffman-coded Delta Quantization Scheme2024 International Wireless Communications and Mobile Computing Conference (IWCMC) conference-paper Computer Science Privacy-Preserving Technologies in Data
Mahdi Barhoush, Ahmad Ayad, Mohammad Kohankhaki, Anke Schmeink
5citations -
Decentralized Automatic Modulation Classification Method Based on Lightweight Neural Network2022 IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC) conference-paper Computer Science Wireless Signal Modulation Classification
Biao Dong, Guozhen Xu, Xue Gang Fu, Heng Dong, Guan Gui, Haris Gacanin, +1 more
6citations