Patents by Inventor Dmitry Yurievich IGNATOV

Dmitry Yurievich IGNATOV 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).

  • DEVICE, METHOD AND SYSTEM FOR REGULARIZATION OF A BINARY NEURAL NETWORK
    Publication number: 20220058491
    Abstract: The present application relates to the field of neural networks, in particular Binary Neural Networks (BNN). The application proposes a device and method for regularization of a BNN. The device is configured to obtain binary weights of the BNN, and to change the binary weights of the BNN using a backpropagation method. Thereby, changing the binary weights increases or minimizes decrease of an information entropy of a weight distribution.
    Type: Application
    Filed: November 5, 2021
    Publication date: February 24, 2022
    Inventors: Dmitry Yurievich IGNATOV, Alexander Nikolaevich FILIPPOV, Xueyi ZOU