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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Faraz Masood

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Review Open access Aug 2026

Explanation audits reveal silent failures of machine learning models under distribution shift

These results support a scoped monitoring strategy for similar tabular settings: confidence-derived scores are effective for pointwise screening, whereas group-aware explanation audits provide complementary evidence about stable but incorrect feature reliance.

Faraz Masood, Sehba Masood, Arman Rasool Faridi et al. · 0 citations
Review Aug 2026

Retrieval‐Augmented Generation for Large Language Models: Evolution, Architectures, Applications, and Challenges (2020–2025)

The review promotes reproducibility‐oriented reporting through RAG Cards, promotes reproducibility‐oriented reporting through RAG Cards, and identifies open research directions for secure, efficient, transparent, and domain‐aware RAG systems.

Arman Rasool Faridi, Faraz Masood, Keshvi et al. · 0 citations
Open access Jul 2026

Defending and mitigating the impact of targeted white-box adversarial attacks in computer network security

A detailed empirical assessment of targeted adversarial vulnerability and defensive behaviour in a multi-class NIDS setting is presented and the results highlight long-standing, class-specific, robustness gaps and provide insights that could be used to design more robust intrusion detection systems.

Khushnaseeb Roshan, Faraz Masood, A. Zafar et al. · 1 citation

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