Location History:
- College Station, TX (US) (2015 - 2017)
- San Jose, CA (US) (2022 - 2023)
- White Plains, NY (US) (2020 - 2024)
Company Filing History:
Years Active: 2015-2024
Title: The Innovative Contributions of Jialong Zhang in Deep Learning and Neural Networks
Introduction: Jialong Zhang, based in White Plains, NY, has made significant strides in the field of artificial intelligence, particularly in deep learning and neural network security. With a remarkable portfolio of 20 patents, Zhang's work focuses on safeguarding deep learning models from adversarial attacks and information leakage.
Latest Patents: Among Zhang's latest patents is a method for detecting adversary attacks on deep neural networks (DNN). This innovation involves receiving a training data set and during the training of the DNN, recording a representation of activations associated with its intermediate layers. Subsequently, separate classifiers are trained to develop an outlier detection model that identifies adversarial inputs. An action is initiated to protect the DNN deployed system if such an input is detected. Another notable patent highlights a system for measuring information leakage within deep learning models. Here, similarities among intermediate representations are analyzed to determine a partitioning point for the DNN layers, ensuring that one partition of the system does not leak sensitive information.
Career Highlights: Zhang has worked with leading technology companies, including the International Business Machines Corporation (IBM) and Narus, Inc. His experience in these organizations has contributed to his deep understanding of the complexities involved in developing secure AI systems.
Collaborations: Throughout his career, Zhang has collaborated with notable professionals in the field, such as Zhongshu Gu and Heqing Huang. These partnerships have enabled a synergistic approach to innovation, fostering the development of cutting-edge technologies.
Conclusion: Jialong Zhang's dedication to advancing deep learning technologies and enhancing their security reflects his innovative spirit and expertise. With his continuous contributions shaped by both individual ingenuity and collaborative efforts, he stands out as a significant inventor in the modern technological landscape.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.