Company Filing History:
Years Active: 2025
Title: Mihaela-Petruta Gaman: Innovator in Malware Detection and Code Clustering
Introduction
Mihaela-Petruta Gaman is a prominent inventor based in Bucharest, Romania. He has made significant contributions to the fields of malware detection and secure code analysis. With a total of 3 patents, Gaman's work focuses on enhancing the efficiency and effectiveness of technology in cybersecurity.
Latest Patents
One of Gaman's latest patents is titled "Aggressive embedding dropout in embedding-based malware detection." This innovative approach utilizes an embedding-based machine learning model to detect malware. The model generates embeddings using byte n-grams, and a feature importance operation reveals that only a subset of these embeddings is necessary for effective malware detection. In some instances, even a single embedding can retain 99% of detection capabilities. By implementing an aggressive embedding dropout operation, Gaman simplifies malware detection, allowing for quicker service that consumes fewer resources.
Another notable patent is "Secure code clustering through LLM-based semantic analysis." This method involves providing a variety of source code samples to an artificial intelligence model trained to perform semantic analysis. The approach generates multiple semantic descriptions of the source code samples, which are then converted into semantic embeddings. This process creates clusters of semantic embeddings, with each cluster corresponding to two or more source code samples, thereby enhancing the organization and analysis of code.
Career Highlights
Mihaela-Petruta Gaman is currently employed at CrowdStrike, Inc., a leading cybersecurity company. His work at CrowdStrike focuses on developing innovative solutions to combat cyber threats and improve software security. Gaman's expertise in machine learning and semantic analysis has positioned him as a valuable asset in the field of cybersecurity.
Collaborations
Gaman collaborates with talented professionals in his field, including Alexandru Dinu and Stefan-Bogdan Cocea. These collaborations foster a creative environment that drives innovation and enhances the development of cutting-edge technologies.
Conclusion
Mihaela-Petruta Gaman is a distinguished inventor whose work in malware detection and secure code clustering has made a significant impact in the cybersecurity industry. His innovative patents and contributions continue to shape the future of technology in this critical field.