Robust Conformal Intrusion Detection via Traffic-Aware Calibration and Attack-Orbit Invariance.

arXiv:2609.19241v1 Announce Type: cross Abstract: Large language models fine-tuned for network intrusion detection emit single-point predictions without statistical validity guarantees. Conformal prediction supplies a finite-sample coverage guarantee, but a th