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A Systematic Review of Privacy Threats in Federated Learning with Healthcare Data

Nada Hasan Alfahmi, Manal Alghamdi, Muhammad Arif

Computers, materials & continua/Computers, materials & continua (Print), 2026

Abstract

Federated learning (FL) supports collaborative model development across healthcare institutions without centralizing raw patient data, but exchanged updates can still disclose sensitive information or be manipulated by advers... | Find, read and cite all the research you need on Tech Science Press

How strong is the evidence?

Evidence Hub reads this as a systematic review. Its evidence level is 1 of 5 (Highest · pooled evidence). Pooled evidence from several studies sits at the top of the evidence pyramid.

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