Patents by Inventor Maxim Berman

Maxim Berman 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).

  • Slimmable neural network architecture search optimization
    Patent number: 12026619
    Abstract: Disclosed are systems and methods to perform neural architecture search (“NAS”) that automatically optimizes for the number of channels to allocate to each layer of a deep neural network. Some implementations include a pairwise slimming that includes a global optimization step. Likewise, in some implementations, a bias toward a region of interest may be applied to channel path selection during training.
    Type: Grant
    Filed: December 11, 2019
    Date of Patent: July 2, 2024
    Assignee: Amazon Technologies, Inc.
    Inventors: Maxim Berman, Leonid Pishchulin, Ning Xu, Gerard Guy Medioni