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*These authors contributed equally to this work: Umesh Biswas, Shafqat Hasan, Syed Mohammed Farhan
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LLMs aren't black boxes when it comes to intrusion detection: attribution analysis reveals they're learning attack patterns from network traffic dynamics just like traditional methods.