On a real-world TalTech SOC NIDS alert dataset, DeepLIFT explanations for an LSTM alert classifier scored highest on faithfulness, robustness, complexity, and analyst-based reliability among LIME, SHAP, Integrated Gradients, and DeepLIFT.
Recent advances in trustworthy explainable artificial intelligence: Status, challenges, and perspectives,
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Evaluating explainable AI for deep learning-based network intrusion detection system alert classification
On a real-world TalTech SOC NIDS alert dataset, DeepLIFT explanations for an LSTM alert classifier scored highest on faithfulness, robustness, complexity, and analyst-based reliability among LIME, SHAP, Integrated Gradients, and DeepLIFT.