Company Filing History:
Years Active: 2023
Title: Innovations of Jennifer Marie Sheldon
Introduction
Jennifer Marie Sheldon is an accomplished inventor based in Gainesville, FL (US). She has made significant contributions to the field of technology, particularly in malware detection and hardware security. With a total of 2 patents, her work showcases her expertise and innovative thinking.
Latest Patents
One of her latest patents is titled "Hardware-assisted malware detection using explainable machine learning." This patent describes systems and methods for hardware-assisted malware detection. The system comprises a memory and a hardware processor of a computing device operatively coupled to the memory. The hardware processor is configured to execute a software application suspected of being malware, monitor its behavior at run-time, and acquire an input time sequence of data records based on a trace analysis of the software application. The processor classifies the software application as malicious based on its features and outputs a ranking of these features by their contributions towards the classification.
Another notable patent is "Hardware trojan detection using path delay based side-channel analysis and reinforcement learning." This patent outlines systems and methods for test pattern generation to detect a hardware Trojan using delay-based analysis. The method involves determining a set of initial test patterns to activate the hardware Trojan within an integrated circuit design and generating succeeding test patterns using a reinforcement learning model. This innovative approach enhances the probability of triggering rare nodes in the integrated circuit design and identifies optimal test vectors to maximize delay-based side-channel sensitivity.
Career Highlights
Jennifer is affiliated with the University of Florida Research Foundation, Incorporated, where she continues to advance her research and innovations. Her work has garnered attention for its practical applications in enhancing cybersecurity measures.
Collaborations
She has collaborated with notable colleagues, including Prabhat Kumar Mishra and Zhixin Pan, contributing to the advancement of technology in her field.
Conclusion
Jennifer Marie Sheldon exemplifies the spirit of innovation through her patents and research contributions. Her work in malware detection and hardware security is paving the way for safer technological advancements.