Patents by Inventor Louis DIVALENTIN

Louis DIVALENTIN has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Publication number: 20230274003
    Abstract: A device may receive a machine learning model and training data utilized to train the machine learning model, and may perform a data veracity assessment of the training data to identify and remove poisoned data from the training data. The device may perform an adversarial assessment of the machine learning model to generate adversarial attacks and to provide defensive capabilities for the adversarial attacks, and may perform a membership inference assessment of the machine learning model to generate membership inference attacks and to provide secure training data as a defense for the membership inference attacks. The device may perform a model extraction assessment of the machine learning model to identify model extraction vulnerabilities and to provide a secure application programming interface as a defense to the model extraction vulnerabilities, and may perform actions based on results of one or more of the assessments.
    Type: Application
    Filed: February 28, 2022
    Publication date: August 31, 2023
    Inventors: Changwei LIU, Louis DIVALENTIN, Neil Hayden LIBERMAN, Amin HASSANZADEH, Benjamin Glen MCCARTY, Malek BEN SALEM