I. Mamatov

GenAI-augmented ensemble learning framework for phishing URL detection using lexical, host-based and sequential features

Experimental results show that the proposed stacking ensemble consistently achieves the best overall performance, while a moderate augmentation ratio of 25% provides the highest robustness under temporal and cross-dataset evaluation; higher augmentation levels reduce performance.