Patents by Inventor SHAWN ARIE PETER STAPLETON

SHAWN ARIE PETER STAPLETON 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: 20220019663
    Abstract: The present disclosure is directed to methods and apparatus for validating and authenticating use of machine learning models. For example, various techniques are described herein to limit the vulnerability of machine learning models to attack and/or exploitation of the model for malicious use, and for detecting when such attack/exploitation has occurred. Additionally, various embodiments described herein promote the protection of sensitive and/or valuable data, for example by ensuring only licensed use is permissible. Moreover, techniques are described for version tracking, usage tracking, permission tracking, and evolution of machine learning models.
    Type: Application
    Filed: January 13, 2020
    Publication date: January 20, 2022
    Inventors: Shawn Arie Peter Stapleton, Amir Mohammad Tahmasebi Maraghoosh
  • Publication number: 20200233979
    Abstract: The present disclosure is directed to methods and apparatus for validating and authenticating use of machine learning models. For example, various techniques are described herein to limit the vulnerability of machine learning models to attack and/or exploitation of the model for malicious use, and for detecting when such attack/exploitation has occurred. Additionally, various embodiments described herein promote the protection of sensitive and/or valuable data, for example by ensuring only licensed use is permissible. Moreover, techniques are described for version tracking, usage tracking, permission tracking, and evolution of machine learning models.
    Type: Application
    Filed: January 14, 2020
    Publication date: July 23, 2020
    Inventors: AMIR MOHAMMAD TAHMASEBI MARAGHOOSH, SHAWN ARIE PETER STAPLETON
  • Publication number: 20200234121
    Abstract: The present disclosure is directed to methods and apparatus for validating and authenticating use of machine learning models. For example, various techniques are described herein to limit the vulnerability of machine learning models to attack and/or exploitation of the model for malicious use, and for detecting when such attack/exploitation has occurred. Additionally, various embodiments described herein promote the protection of sensitive and/or valuable data, for example by ensuring only licensed use is permissible. Moreover, techniques are described for version tracking, usage tracking, permission tracking, and evolution of machine learning models.
    Type: Application
    Filed: January 14, 2020
    Publication date: July 23, 2020
    Inventors: SHAWN ARIE PETER STAPLETON, AMIR MOHAMMAD TAHMASEBI MARAGHOOSH