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P. Mahalakshmi

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Review Open access Jul 2026

A Comprehensive Survey of Adversarial Attacks and Defense Strategies in Artificial Intelligence Security

This survey provides a comprehensive synthesis of adversarial attacks and defense mechanisms in modern AI security, introducing a structured taxonomy categorizing attacks into evasion, poisoning, and model inversion strategies, evaluated across varying levels of attacker knowledge.

P. Mahalakshmi, D. Jayalakshmi · 0 citations