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#attack-vector News & Analysis

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AIBearisharXiv โ€“ CS AI ยท 10h ago7/10
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XFED: Non-Collusive Model Poisoning Attack Against Byzantine-Robust Federated Classifiers

Researchers have developed XFED, a novel model poisoning attack that compromises federated learning systems without requiring attackers to communicate or coordinate with each other. The attack successfully bypasses eight state-of-the-art defenses, revealing fundamental security vulnerabilities in FL deployments that were previously underestimated.