MambaITD applies a Mamba encoder and adaptive per-user Otsu thresholding to insider threat detection, claiming higher F1 than prior methods on CERT r4.2 and r5.2, but the test-set thresholding raises concerns about the validity of the comparison.
Graph-based insider threat detection: A survey,
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MambaITD: An Efficient Cross-Modal Mamba Network for Insider Threat Detection
MambaITD applies a Mamba encoder and adaptive per-user Otsu thresholding to insider threat detection, claiming higher F1 than prior methods on CERT r4.2 and r5.2, but the test-set thresholding raises concerns about the validity of the comparison.