Patents by Inventor Andrew LANGWORTHY

Andrew LANGWORTHY 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: 20240184885
    Abstract: A computer implemented method, computer system and computer program are provided for determining a measure of susceptibility of a machine-learned classification model to model inversion attacks. The method obtains a set of sample data from the classification model, the set of sample data comprising a plurality of samples, each sample comprising a respective classification produced by the classification model for an associated set of input values. The method trains a replica of the classification model using the sample data. The method obtains a set of further sample data from the classification model, the set of further sample data comprising a plurality of further samples, each further sample comprising a respective classification produced by the classification model for an associated set of input values. The method evaluates a property of the replica of the classification model using the further sample data.
    Type: Application
    Filed: March 25, 2022
    Publication date: June 6, 2024
    Inventors: Andrew LANGWORTHY, Dhanish ASHRAF