Najmeh Miramirkhani

Title: **Innovative Approaches in Phishing Detection: The Contributions of Najmeh Miramirkhani**

Introduction

Najmeh Miramirkhani is an accomplished inventor based in Santa Clara, California, recognized for her impactful innovations in the field of cybersecurity. With a total of four patents to her name, she has significantly advanced the methodologies used to detect phishing websites, contributing to a safer online environment.

Latest Patents

Najmeh's latest patents revolve around machine learning-based systems that classify URLs and their corresponding content pages as either phishing or legitimate. One of her notable inventions is a phishing classifier that utilizes a system of URL feature hashes, HTML encodings, and embedded images to determine phishing risks. This technology involves a URL feature hasher that parses and hashes URLs to create feature hashes, while a headless browser accesses and renders content pages. The system also includes an HTML encoder that processes HTML tokens extracted from pages, producing a refined HTML encoding. By integrating these elements, her phishing classifier layers process the various inputs to generate a likelihood score indicating the phishing risk associated with specific URLs and their content.

Another significant patent addresses the classification of URLs and content pages via an advanced machine learning approach. It encompasses a URL embedder that extracts characteristic strings, an HTML parser for token extraction, and a well-trained HTML encoder that links ground truth images with example URLs. The classifier's capability to analyze URL embeddings and HTML encodings further enriches its accuracy in phishing detection, presenting a robust solution to a growing online threat.

Career Highlights

Najmeh Miramirkhani has made notable strides during her career at Netskope, Inc., where she applies her expertise in cybersecurity and machine learning. Her work focuses on developing innovative solutions that protect users against phishing scams and fraudulent websites. Through her inventions, Najmeh has positioned herself as a leading figure in the ongoing battle against cyber threats.

Collaborations

Throughout her journey, Najmeh has collaborated with talented individuals such as Ari Azarafrooz and Yihua Liao. Together, they have contributed to the development and refinement of technologies aimed at enhancing online security and user protection.

Conclusion

Najmeh Miramirkhani's inventive spirit and dedication to cybersecurity have led to the creation of advanced systems for detecting phishing websites. Her patents not only showcase her technical acumen but also reflect her contribution to making the internet a safer place for everyone. As her career continues to evolve, her work will undoubtedly pave the way for further innovations in protecting users against phishing and other cyber threats.