Patents by Inventor Nicholas W. DARBY

Nicholas W. DARBY 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).

  • CONNECTING ADVERSARIAL ATTACKS TO NEURAL NETWORK TOPOGRAPHY
    Publication number: 20230145002
    Abstract: Some implementations provide devices, systems and/or methods for quantifying vulnerability of an artificial neural network (ANN) to poisoning attacks. Some implementations provide devices, systems and/or methods for reducing vulnerability of an artificial neural network (ANN) to poisoning attacks. Some implementations provide devices, systems and/or methods for detecting poisoning attacks in an ANN. An ANN is trained to generate inferences based on a function.
    Type: Application
    Filed: March 18, 2021
    Publication date: May 11, 2023
    Applicant: Battelle Memorial Institute
    Inventors: Nicholas W. DARBY, David COLLINS, Jeremy BELLAY