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It is concluded that an effective AI-powered IDS requires reliable data, careful validation, privacy protection, analyst oversight, and continuous monitoring.
Phishing remains a major cybersecurity problem because deceptive websites, messages, and links can imitate legitimate services while changing rapidly. This paper presents an expanded comparative review of learning-based approaches for phishing detection. It examines conventional blacklists, whitelists, and rule-based m...
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