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 is a distributed machine learning approach that protects user data privacy by training models locally on clients and aggregating them on a parameter server. While effective at preserving privacy%2C FL systems face limitations such as single points of failure%2C lack of incentives%2C and inadequate security. To address these challenges%2C blockchain technology is integrated into FL systems to provide stronger security%2C fairness%2C and scalability. However%2C blockchain-empowered FL (BC-FL) systems introduce additional demands on network%2C computing%2C and storage resources. This survey provides a comprehensive review of recent research on BC-FL systems%2C analyzing the benefits and challenges associated with blockchain integration. We explore why blockchain is applicable to FL%2C how it can be implemented%2C and the challenges and existing solutions for its integration. Additionally%2C we offer insights on future research directions for the BC-FL system.?quality=80&w=800)
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