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Muhammad Irshad

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#graph neural networks Open access Sep 2026

Insider Threat Prediction Using Graph Analysis

The findings demonstrate the effectiveness of the graph-based methods in providing high-quality behavioral dependencies, with better accuracy and fewer false alarms and greater explainability in real-life insider risk monitoring.

Muhammad Irshad, M. Shafiq, M. Sajjad · 0 citations
Open access Jul 2026

Secure Access Control for Multi-Tenant Cloud Systems Using a Behavioral Zero-Trust Framework with Machine Learning and Blockchain-Based Auditing

This study suggests a Secure Behavioral Zero-Trust Access Control Framework (SB-ZTAC), which establishes the integration of 3 modules in one unified framework: Machine learning based behavioral analytics, Zero-trust policy enforcement, and Blockchain based auditing.

Musab Umair Malik, Muhammad Faisal Shafiq, Muhammad Naveed Sajjad et al. · 0 citations

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