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Muhammad Faishol Amrulloh

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Review Open access Sep 2026

DEEP LEARNING-BASED INTRUSION DETECTION SYSTEMS: ARCHITECTURES, IMPLEMENTATIONS, AND CHALLENGES IN MODERN NETWORK ANOMALY DETECTION

The revised framework extends this four-layer pipeline by explicitly integrating Explainable AI (XAI) and edge-oriented deployment as cross-cutting operational requirements by explicitly integrating Explainable AI (XAI) and edge-oriented deployment as cross-cutting operational requirements.

A. Havy, Muhammad Faishol Amrulloh · 0 citations

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