Muhammad Hilmy Aziz

Comparative Analysis of Gradient Boosting Models for Phishing Website Detection

These findings establish Categorical Boosting's performance as strong benchmark evidence on a single public dataset; however, further validation on newer campaigns, unseen domains, adversarially obfuscated sites, and cross-dataset settings is still required to confirm its generalization capabilities.