Patents by Inventor Moran BARUCH

Moran BARUCH 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).

  • PACKING MACHINE LEARNING MODELS USING PRUNING AND PERMUTATION
    Publication number: 20240013050
    Abstract: An example system includes a processor to prune a machine learning model based on an importance of neurons or weights. The processor is to further permute and pack remaining neurons or weights of the pruned machine learning model to reduce an amount of ciphertext computation under a selected constraint.
    Type: Application
    Filed: July 5, 2022
    Publication date: January 11, 2024
    Inventors: Subhankar PAL, Alper BUYUKTOSUNOGLU, Ehud AHARONI, Nir DRUCKER, Omri SOCEANU, Hayim SHAUL, Kanthi SARPATWAR, Roman VACULIN, Moran BARUCH, Pradip BOSE
  • MACHINE LEARNING NETWORK EXTENSION BASED ON HOMOMORPHIC ENCRYPTION PACKINGS
    Publication number: 20230403131
    Abstract: An example system includes a processor to receive a machine learning network and a selected homomorphic encryption (HE) packing framework. The processor can generate list of HE packings for the machine learning network based on the selected HE packing framework. The processor can extend the machine learning network to include additional neurons based on the list of HE packings. The processor can also train the extended machine learning network.
    Type: Application
    Filed: June 13, 2022
    Publication date: December 14, 2023
    Inventors: Nir DRUCKER, Moran BARUCH