Roshanak Zilouchian Moghaddam

Title: Innovations of Roshanak Zilouchian Moghaddam

Introduction

Roshanak Zilouchian Moghaddam is an accomplished inventor based in Kirkland, WA (US). She has made significant contributions to the field of software vulnerability detection, holding a total of 19 patents. Her work focuses on utilizing advanced machine learning techniques to enhance the accuracy of vulnerability assessments in software systems.

Latest Patents

One of her latest patents is titled "False positive vulnerability detection using neural transformers." This innovative system is designed to determine whether a software vulnerability identified by a static code vulnerability analyzer is a true vulnerability or a false positive. The system employs deep learning models to predict the accuracy of identified vulnerabilities based on the source code context. A neural encoder transformer model is trained to classify false positives, while a neural decoder transformer model predicts a candidate line of code to complete a prompt inserted into the context of the identified vulnerability. The successful completion of this prompt signals that the identified vulnerability is indeed a false positive.

Another notable patent is "Localizing vulnerabilities in source code at a token-level." This system utilizes a classifier model to detect software vulnerabilities in source code snippets and identifies the specific tokens attributable to these vulnerabilities. A large language model is then provided with the vulnerable source code snippet, its vulnerability type, the vulnerability tokens, and a few-shot example set to determine the presence of the identified vulnerability. The few-shot examples include both positive and negative samples to guide the model towards accurate outputs.

Career Highlights

Roshanak currently works at Microsoft Technology Licensing, LLC, where she continues to innovate in the realm of software security. Her expertise in machine learning and software engineering has positioned her as a key player in developing advanced vulnerability detection systems.

Collaborations

Throughout her career, Roshanak has collaborated with talented individuals such as Neelakantan Sundaresan and Yevhen Mohylevskyy. These collaborations have further enriched her work and contributed to the success of her innovative projects.

Conclusion

Roshanak Zilouchian Moghaddam is a pioneering inventor whose work in software vulnerability detection is shaping the future of cybersecurity. Her contributions through her patents demonstrate her commitment to enhancing software security and accuracy in vulnerability assessments.