S. Mohseni

Why Is SHAP Not a Reliable Standalone Explanation Framework for Malware Detection?

Machine learning is widely used for malware detection, but its decisions must be explained. An analyst needs to know whether a model has learned genuine malicious behavior or only dataset-specific patterns \cite{gaur2021semantics}. SHapley Additive exPlanations (SHAP) is the standard tool for this, backed by formal pro...