MUMBAI, India, July 13 -- Intellectual Property India has published a patent application (202641081458 A) filed by D. Kamalakkannan on July 02, 2026, for Artificial Intelligence Based Real-Time Phishing Detection And Defense System Using Hybrid Ensemble Machine Learning Models.
Inventors include Sriaishwarya U; Dharnish A; Dhanush A S; Ramaneedharan K M; Shankar C; and Tamilmaran C.
The application for the patent was published on July 10, 2026, under issue no. 28/2026.
Abstract: The present invention relates to an Artificial Intelligence Based Real-Time Phishing Detection and Defence System employing a hybrid ensemble machine learning framework for identifying phishing websites. The system collects and analyzes URL characteristics, webpage content, visual similarity metrics, and network behavior features. A stacking classification architecture comprising Random Forest, XGBoost, LightGBM, Multi-Layer Perception, and Extra Trees classifiers generates a phishing risk prediction through a meta-classifier. The system performs real-time detection of phishing attacks and provides alerts, blocking actions, and user guidance to prevent credential theft and cyber fraud. The invention improves detection accuracy, reduces false positives, and enables proactive protection against evolving phishing threats.
Disclaimer: Curated by HT Syndication.
