Company Filing History:
Years Active: 2023-2025
Title: Innovations of Ara Jermakyan
Introduction
Ara Jermakyan is a notable inventor based in Northridge, CA (US). He has made significant contributions to the field of machine learning and cybersecurity, holding a total of 7 patents. His work focuses on enhancing the security and reliability of machine learning systems.
Latest Patents
Among his latest patents is the "Proactive defense of untrustworthy machine learning system." This invention discloses methods and systems for inducing model shift in a malicious computer's machine learning model. A data processor can determine that a malicious computer uses a machine learning model with a boundary function to determine outcomes. The data processor can then generate transition data intended to shift the boundary function and provide the transition data to the malicious computer. The data processor can repeat generating and providing the transition data, thereby causing the boundary function to shift over time. Another significant patent is "Real-time entity anomaly detection." This invention provides methods and systems for analyzing requests to access resources and determining a resource access policy. The resource access system can train, store, evaluate, and deploy machine learning models that learn to output a trust score associated with a resource access request, relating to the request's legitimacy.
Career Highlights
Ara Jermakyan is currently employed at Visa International Service Association, where he applies his expertise in machine learning and cybersecurity. His innovative approaches have contributed to the development of advanced security measures in financial transactions.
Collaborations
He has collaborated with notable colleagues, including Ajit Gaddam and Pushkar Joglekar, to further enhance the capabilities of their projects.
Conclusion
Ara Jermakyan's contributions to machine learning and cybersecurity through his patents demonstrate his commitment to innovation and security in technology. His work continues to influence the field and improve the safety of digital systems.