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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Ali Haider Shamsan

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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
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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