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The University of Alabama
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Current open-source LLMs fall short in effectively classifying complex CTI reports, with the best model only achieving an F1 score of 0.22.
Multi-agent response planning can elevate intrusion response effectiveness while ensuring analyst oversight and safety.
Latency encoding in Spiking Neural Networks can dramatically enhance intrusion detection accuracy, outperforming traditional deep learning methods in resource-limited settings.