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Muthana R. Alsultan

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Open access 2026

Mitigating GAN-based poisoning attacks in federated learning using a decentralized multi-layer security framework with blockchain

Federated learning (FL) has gained prominence in decentralized artificial intelligence applications; however, its susceptibility to adversarial attacks, particularly GAN-based poisoning, remains a critical challenge. This study proposes a decentralized, multi-layered security framework integrating blockchain-backed val...

Muthana R. Alsultan, Shivan A. Mohammed, Fidha Ezzaldin Aslan · 0 citations

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