Author

Muhammad Binsawad

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Open access Sep 2026

Explainable Spatio-Temporal Attention Framework for GAN-Based Deepfake Detection

This research develops a novel method that incorporates a robust spatiotemporal learning model that uses an Extreme Inception Network (XceptionNet) architecture to extract spatial features, a Bidirectional Long Short-Term Memory (BiLSTM) network for temporal sequence learning, and a temporal attention mechanism for ada...

Abdullah Alhejaili, Muhammad Binsawad · Electronics · 0 citations

Open access Sep 2026

A Deterministic Procedure-Aware Bilingual Retrieval-Augmented Generation Framework for Trustworthy High-Stakes AI Systems

A Deterministic Procedure-Aware bilingual Retrieval-Augmented Generation (DPAM-RAG) model, which can be highly beneficial in designing religious advisory systems and integrates dataset modeling, procedure-aware chunking, bilingual alignment, and deterministic transformer-based response generation.

Abdullah Bin Sawad, Muhammad Binsawad · Applied Sciences · 0 citations

Open access Jul 2026

CS-Forest: A Cost-Sensitive Explainable Ensemble Framework for Minority Attack Detection in Intrusion Detection Systems

With the proliferation of internet-connected infrastructures and the complexity of cyberattacks, cybersecurity and intelligent intrusion detection systems have become more and more critical. Intrusion detection datasets, however, are now highly imbalanced, and conventional machine learning models have become biased tow...

Muhammad Binsawad · Electronics · 0 citations