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Encrypted Federated Learning for Secure Decentralized Collaboration in Cancer Image Analysis

Daniel Truhn,Soroosh Tayebi Arasteh,Oliver Lester Saldanha,Gustav Mueller-Franzes,Firas Khader,Philip Quirke,Nicholas P. West,Richard Gray,Gordon G. A. Hutchins,Jacqueline A. James,Maurice B. Loughrey,Manuel Salto-Tellez,Hermann Brenner,Alexander Brobeil,Tanwei Yuan,Jenny Chang-Claude,Michael Hoffmeister,Sebastian Foersch,Tianyu Han,Sebastian Keil,Maximilian Schulze-Hagen,Peter Isfort,Philipp Bruners,Georgios Kaissis,Christiane Kuhl,Sven Nebelung,Jakob Nikolas Kather

Medical Image Analysis（2023）

Cited 16|Views6
Key words
Federated learning,Homomorphic encryption,Histopathology,Radiology,Artificial intelligence,Privacy-preserving deep learning
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