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20242026
most citedDeep Reinforcement Learning for Intrusion Detection in IoT: A Survey

46 citations · 117 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2026

Hybrid ResNet-1D-BiGRU with Multi-Head Attention for Cyberattack Detection in Industrial IoT Environments

Afrah Gueriani, Hamza Kheddar, Ahmed Cherif Mazari

This study introduces a hybrid deep learning model for intrusion detection in Industrial IoT (IIoT) systems, combining ResNet-1D, BiGRU, and Multi-Head Attention (MHA) for effectiv…

cs.CR2026★ 2 cited

SE-Enhanced ViT and BiLSTM-Based Intrusion Detection for Secure IIoT and IoMT Environments

Afrah Gueriani, Hamza Kheddar, Ahmed Cherif Mazari +2

With the rapid growth of interconnected devices in Industrial and Medical Internet of Things (IIoT and MIoT) ecosystems, ensuring timely and accurate detection of cyber threats has…

cs.CR2025★ 29 cited

A Robust Cross-Domain IDS using BiGRU-LSTM-Attention for Medical and Industrial IoT Security

Afrah Gueriani, Hamza Kheddar, Ahmed Cherif Mazari +1

The increased Internet of Medical Things IoMT and the Industrial Internet of Things IIoT interconnectivity has introduced complex cybersecurity challenges, exposing sensitive data,…

cs.CR2025★ 35 cited

Adaptive Cyber-Attack Detection in IIoT Using Attention-Based LSTM-CNN Models

Afrah Gueriani, Hamza Kheddar, Ahmed Cherif Mazari

The rapid expansion of the industrial Internet of things (IIoT) has introduced new challenges in securing critical infrastructures against sophisticated cyberthreats. This study pr…

cs.CR2024★ 46 cited

Deep Reinforcement Learning for Intrusion Detection in IoT: A Survey

Afrah Gueriani, Hamza Kheddar, Ahmed Cherif Mazari

The rise of new complex attacks scenarios in Internet of things (IoT) environments necessitate more advanced and intelligent cyber defense techniques such as various Intrusion Dete…

cs.CR2024★ 5 cited

Enhancing IoT Security with CNN and LSTM-Based Intrusion Detection Systems

Afrah Gueriani, Hamza Kheddar, Ahmed Cherif Mazari

Protecting Internet of things (IoT) devices against cyber attacks is imperative owing to inherent security vulnerabilities. These vulnerabilities can include a spectrum of sophisti…