Matthew Glenn Jin

Title: Innovations by Matthew Glenn Jin

Introduction

Matthew Glenn Jin is an accomplished inventor based in Seattle, WA. He has made significant contributions to the field of software vulnerability detection and code analysis. With a total of 4 patents, his work focuses on enhancing the accuracy and efficiency of software development processes.

Latest Patents

One of his latest patents is titled "False positive vulnerability detection using neural transformers." This innovative system detects whether a software vulnerability identified by a static code vulnerability analyzer is a true vulnerability or a false positive. The system utilizes 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 a false positive given the method body that includes the identified vulnerability. Additionally, a neural decoder transformer model is trained to predict a candidate line of code to complete a prompt inserted into the context of the identified vulnerability. The successful candidate line of code serves as a signal to identify that the identified vulnerability is indeed a false positive.

Another notable patent is "Language interoperability to automate code analysis." This patent addresses the challenge of language interoperability between source code programs that are not compatible with an interprocedural static code analyzer. The solution involves transforming the source code programs into respective intermediate language instructions, from which a language-independent control flow graph and a language-independent type environment are created. A program compatible with the interprocedural static code analyzer is then generated to detect memory safety faults.

Career Highlights

Matthew currently works at Microsoft Technology Licensing, LLC, where he continues to innovate and develop solutions that enhance software security and analysis. His expertise in deep learning and software engineering has positioned him as a valuable asset in the tech industry.

Collaborations

Throughout his career, Matthew has collaborated with talented individuals such as Neelakantan Sundaresan and Xiaoyu Liu. These collaborations have contributed to the advancement of his research and the successful development of his patents.

Conclusion

Matthew Glenn Jin's contributions to software vulnerability detection and code analysis demonstrate his commitment to innovation in the tech industry. His patents reflect a deep understanding of complex software systems and a dedication to improving their reliability and security.