Patents by Inventor Valentina ARRIGONI

Valentina ARRIGONI 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).

  • Method of operating neural networks, corresponding network, apparatus and computer program product
    Patent number: 11308406
    Abstract: A method of operating neural networks such as convolutional neural networks including, e.g., an input layer, an output layer and at least one intermediate layer between the input layer and the output layer, with the network layers including operating circuits performing arithmetic operations on input data to provide output data. The method includes: selecting a set of operating circuits in the network layers, performing arithmetic operations in operating circuits in the selected set of operating circuits by performing Residue Number System or RNS operations on RNS-converted input data by obtaining RNS output data in the Residue Number System, backward converting from the Residue Number System the RNS output data resulting from the RNS operations.
    Type: Grant
    Filed: January 22, 2018
    Date of Patent: April 19, 2022
    Assignee: STMICROELECTRONICS S.r.l.
    Inventors: Valentina Arrigoni, Giuseppe Desoli, Beatrice Rossi, Pasqualina Fragneto
  • METHOD OF OPERATING NEURAL NETWORKS, CORRESPONDING NETWORK, APPARATUS AND COMPUTER PROGRAM PRODUCT
    Publication number: 20180218275
    Abstract: A method of operating neural networks such as convolutional neural networks including, e.g., an input layer, an output layer and at least one intermediate layer between the input layer and the output layer, with the network layers including operating circuits performing arithmetic operations on input data to provide output data. The method includes: selecting a set of operating circuits in the network layers, performing arithmetic operations in operating circuits in the selected set of operating circuits by performing Residue Number System or RNS operations on RNS-converted input data by obtaining RNS output data in the Residue Number System, backward converting from the Residue Number System the RNS output data resulting from the RNS operations.
    Type: Application
    Filed: January 22, 2018
    Publication date: August 2, 2018
    Inventors: Valentina ARRIGONI, Giuseppe DESOLI, Beatrice ROSSI, Pasqualina FRAGNETO