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insight - Blockchain Integration in Federated Learning
Blockchain-Empowered Federated Learning: Benefits, Challenges, and Solutions
The authors explore the integration of blockchain technology into federated learning systems to address challenges such as security and scalability. Blockchain enhances transparency, trust, and security in the FL process.
Defending Against Poisoning Attacks in Federated Learning with Blockchain
The author proposes a secure and reliable federated learning system based on blockchain to defend against malicious behaviors, demonstrating robustness through empirical analyses.
Blockchain-empowered Federated Learning: Benefits, Challenges, and Solutions
Blockchain integration enhances security, fairness, and scalability in Federated Learning systems.