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Attention-based LSTMs, coupled with XAI, can spot AI-assisted ransomware early by pinpointing subtle, yet critical, file system behavioral patterns.
Quantum computers can break federated learning's classical encryption, but this post-quantum cryptography framework keeps threat intelligence sharing secure with minimal performance hit.