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Sep 2026

Image-Based Malware Detection Using Deep Convolutional Autoencoder and Random Forest

Image-based analysis has been extensively used for malware classification by converting binary files into grayscale images to extract structural and behavioral patterns. However, common deep learning approaches generally suffer from problems such as non-interpretability, class imbalance, and computational overhead....

Shajjia Mazhar, Sadia Fatima, Irfanud Din et al. · 0 citations
Open access 2026

Lightweight TinyML-Enhanced Task Offloading in VANETs for Next-Generation Intelligent Transportation Systems

A Tiny Machine Learning-enhanced, credibility-based task offloading framework for real-time decision-making in vehicular networks, and the RF and TinyLSTM models fit automotive-grade microcontroller budgets, confirming practical deployability for next-generation Intelligent Transportation Systems (ITS).

Muhammad Ali, Tariq Qayyum, A. Tariq et al. · 0 citations

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