Empirical evaluation on LID-DS-2021 shows CWE-level generalization of syscall anomaly detectors succeeds for CWE-307 (F1=0.6976 at FPR=0.05) but fails for CWE-89 and CWE-434 (F1<=0.21), with transfer strongly dependent on source normal-profile breadth.
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A systematic literature review defines self-explainability, proposes a taxonomy and levels framework, and reports that most approaches are conceptual with no standard evaluation method.
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From CVE to CWE: Syscall-Based HIDS Generalisation
Empirical evaluation on LID-DS-2021 shows CWE-level generalization of syscall anomaly detectors succeeds for CWE-307 (F1=0.6976 at FPR=0.05) but fails for CWE-89 and CWE-434 (F1<=0.21), with transfer strongly dependent on source normal-profile breadth.
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Self-Explainability in Self-Adaptive and Self-Organising Systems: Status and Research Directions
A systematic literature review defines self-explainability, proposes a taxonomy and levels framework, and reports that most approaches are conceptual with no standard evaluation method.