Patents by Inventor Brendan Quinlivan

Brendan Quinlivan 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).

  • Machine learning model robustness characterization
    Patent number: 11899794
    Abstract: Robustness of a machine learning model can be characterized by receiving a file with a known, first classification by the machine learning model. Thereafter, a selection is made as to which of a plurality of perturbation algorithms to use to modify the file. The perturbation algorithm is selected as to provide a shortest sequence of actions to cause the machine learning model to provide a desired classification. Subsequently, the received file is iteratively modified using the selected perturbation algorithm and inputting the corresponding modified file into the machine learning model until the machine learning model outputs a known, second classification. Related apparatus, systems, techniques and articles are also described.
    Type: Grant
    Filed: October 21, 2020
    Date of Patent: February 13, 2024
    Assignee: CALYPSO AI CORP
    Inventors: Neil Serebryany, Brendan Quinlivan, Victor Ardulov, Ilja Moisejevs, David Richard Gibian
  • Machine learning model robustness characterization
    Patent number: 10846407
    Abstract: Robustness of a machine learning model can be characterized by receiving a file with a known, first classification by the machine learning model. Thereafter, a selection is made as to which of a plurality of perturbation algorithms to use to modify the file. The perturbation algorithm is selected as to provide a shortest sequence of actions to cause the machine learning model to provide a desired classification. Subsequently, the received file is iteratively modified using the selected perturbation algorithm and inputting the corresponding modified file into the machine learning model until the machine learning model outputs a known, second classification. Related apparatus, systems, techniques and articles are also described.
    Type: Grant
    Filed: February 11, 2020
    Date of Patent: November 24, 2020
    Assignee: CALYPSO AI CORP
    Inventors: Neil Serebryany, Brendan Quinlivan, Victor Ardulov, Ilja Moisejevs, David Richard Gibian