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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ouail Mjahed

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Open access Jul 2026

AMoE-IDS: An Adaptive Mixture-of-Experts Framework for Cross-Dataset Intrusion Detection

An Adaptive Mixture-of-Experts Intrusion Detection System (AMoE-IDS), a hybrid deep learning framework that integrates a shared feature encoder, multiple specialized expert networks, and an adaptive gating mechanism that demonstrates competitive performance, good scalability, and improved cross-dataset generalization.

Ouail Mjahed, Soukaina Mjahed · 0 citations

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