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N. Hussain

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Open access Jul 2026

Invariant-Centered, Agent-Assisted Defense: A Security Architecture for Unbounded Attack Techniques and Unenumerable Attack Objectives

A defensive architecture for under unbounded attack techniques and unenumerable attack objectives, where the highest-value security investments are those that hold regardless of technique, and relocates residual reactivity to a single measurable point.

Ajayi Abisoye, N. Hussain, Abolaji Adebayo · 0 citations
Review Open access Aug 2026

The Role of Artificial Intelligence in Strengthening Modern Cybersecurity Systems

The review finds that artificial intelligence enables proactive threat detection, anomaly identification, and the automation of analysis and response at a scale beyond human capacity, yet its effectiveness is constrained by adversarial machine learning, data quality and drift, false positives, opacity, and the dual use...

N. Hussain · 0 citations

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