This inventor holds 1 USPTO granted patent and 1 EPO patent. Top assignees: Beihang University, Beijing University of Technology. Active years: 2026.
Company Filing History:
1 out of 289 
1 out of 389 
Years Active: 2026
Title: Innovations of Xinrui Ma in Deep Learning Security
Introduction
Xinrui Ma is a prominent inventor based in Beijing, China. He has made significant contributions to the field of neural network security, particularly through his innovative patent related to deep learning backdoor attacks. His work is crucial in enhancing the security measures within artificial intelligence systems.
Latest Patents
Xinrui Ma holds a patent titled "Deep learning backdoor attack method and device based on ordinal network and medium." This invention discloses a method that utilizes an ordinal network to generate triggers for deep learning backdoor attacks. The method involves obtaining a training sample image and generating an ordinal network that accurately represents the structure of the image. This approach improves the concealability of poisoning samples compared to other attack methods, thereby advancing research in hidden backdoor attack defense.
Career Highlights
Throughout his career, Xinrui Ma has worked at notable institutions such as Beihang University and Beijing University of Technology. His experience in these prestigious universities has allowed him to collaborate with other experts in the field and contribute to significant advancements in technology.
Collaborations
Some of his notable coworkers include Zhiming Gui and Chao Li. Their collaboration has further enriched the research and development in the area of neural network security.
Conclusion
Xinrui Ma's innovative work in deep learning security exemplifies the importance of advancing technology to address emerging threats. His contributions are vital for the ongoing research and development in the field of artificial intelligence.