This inventor holds 1 USPTO granted patent and 1 published patent application. Top assignee: Microsoft Technology Licensing, LLC. Active years: 2026.
Company Filing History:
Years Active: 2026
Title: Innovations by Bryan (Ning) Xia
Introduction
Bryan (Ning) Xia is an accomplished inventor based in Redmond, WA (US). He has made significant contributions to the field of machine learning and security through his innovative patent. His work focuses on enhancing security explainability using advanced graph processing techniques.
Latest Patents
Bryan holds a patent titled "Ad-hoc graph processing for security explainability." This patent discloses a machine learning model architecture that leverages existing large language models to analyze log files for security vulnerabilities. In some configurations, log files are processed by an encoder machine learning model to generate embeddings. The embeddings generated by the encoder model are used to construct graphs, which are then utilized to train a graph classifier model for identifying security vulnerabilities. The encoder model may be an existing general-purpose large language model. In some configurations, the nodes of the graphs are the embedding vectors generated by the encoder model, while edges represent similarities between nodes. Graphs constructed in this way may be pruned to highlight more meaningful node topologies. The graphs may then be labeled based on a security analysis of the corresponding log files. A graph classifier model trained on the labeled graphs may be used to identify security vulnerabilities. Bryan has 1 patent to his name.
Career Highlights
Bryan is currently employed at Microsoft Technology Licensing, LLC, where he continues to innovate and contribute to the field of technology. His work at Microsoft has allowed him to explore various aspects of machine learning and security, making him a valuable asset to the company.
Collaborations
Bryan collaborates with Andrew White Wicker, enhancing the impact of their combined expertise in the field.
Conclusion
Bryan (Ning) Xia's innovative work in machine learning and security exemplifies the potential of technology to address complex challenges. His contributions are paving the way for advancements in security explainability and vulnerability identification.