The AI Cybersecurity Gap Between Attackers and Defenders
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FedVIB–AGP: Defending Against Distributed Backdoor Attacks in Federated Learning via Variational Information Bottleneck and Activation-Gap Pruning
A distributed backdoor attack (DBA) decomposes a global trigger into local components injected by multiple compromised clients, allowing a strong assembled-trigger response to emerge in the global model after federated aggregation. Existing defenses primarily analyze submitted client updates o...
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IT Security News - cybersecurity, infosecurity newsThe AI Cybersecurity Gap Between Attackers and Defenders
Adversaries have no compliance reviews for their AI deployments. There are no approval chains, no token budgets and no governance committee debating whether a model is ready for autonomous action. They simply use AI aggressively and without constraint to overwhelm defenses. This is the second article in our series by Curt Aubley, CEO of Sevii. If you missed the first installment, read it here. Key takeaways Most AI cybersecurity tools still…
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