A simple lexical allowlist matches or beats learned provenance-based detectors on three of four audited E3 datasets, showing that measured PIDS gains often reflect benchmark shortcuts rather than richer modeling.
KAIROS: Practical intrusion detection and investigation using whole- system provenance,
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How Benchmarks and Evaluation Protocols Shape Conclusions in Provenance-Based Intrusion Detection
A simple lexical allowlist matches or beats learned provenance-based detectors on three of four audited E3 datasets, showing that measured PIDS gains often reflect benchmark shortcuts rather than richer modeling.