Patents by Inventor Vishwas Siravara

Vishwas Siravara 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).

  • System, method, and computer program product for verifying integrity of machine learning models
    Patent number: 11481671
    Abstract: Provided is a system for verifying integrity of a machine learning model, the system includes at least one processor programmed or configured to determine whether an output of a machine learning model based on an input corresponds to a reference output of the machine learning model based on the input, serialize the machine learning model into a file, calculate a file integrity value of the file using a file integrity detection function, determine whether the file integrity value corresponds to a reference file integrity value of the file, and perform an operation with the machine learning model based on determining that the file integrity value corresponds to the reference file integrity value of the file. A method and computer program product are also disclosed.
    Type: Grant
    Filed: May 16, 2019
    Date of Patent: October 25, 2022
    Assignee: Visa International Service Association
    Inventors: Vishwas Siravara, Peijie Li, Yu Gu
  • System, Method, and Computer Program Product for Verifying Integrity of Machine Learning Models
    Publication number: 20200364612
    Abstract: Provided is a system for verifying integrity of a machine learning model, the system includes at least one processor programmed or configured to determine whether an output of a machine learning model based on an input corresponds to a reference output of the machine learning model based on the input, serialize the machine learning model into a file, calculate a file integrity value of the file using a file integrity detection function, determine whether the file integrity value corresponds to a reference file integrity value of the file, and perform an operation with the machine learning model based on determining that the file integrity value corresponds to the reference file integrity value of the file. A method and computer program product are also disclosed.
    Type: Application
    Filed: May 16, 2019
    Publication date: November 19, 2020
    Inventors: Vishwas Siravara, Peijie Li, Yu Gu