Patents by Inventor Hamed HASSANI

Hamed HASSANI 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).

  • Model-based robust deep learning
    Patent number: 11961283
    Abstract: Methods, systems, and computer readable media for model-based robust deep learning. In some examples, a method includes obtaining a model of natural variation for a machine learning task. The model of natural variation includes a mapping that specifies how an input datum can be naturally varied by a nuisance parameter. The method includes training, using the model of natural variation and training data for the machine learning task, a neural network to complete the machine learning task such that the neural network is robust to natural variation specified by the model of natural variation.
    Type: Grant
    Filed: June 3, 2021
    Date of Patent: April 16, 2024
    Assignee: The Trustees of the University of Pennsylvania
    Inventors: George J. Pappas, Hamed Hassani, Alexander Robey
  • MODEL-BASED ROBUST DEEP LEARNING
    Publication number: 20220101627
    Abstract: Methods, systems, and computer readable media for model-based robust deep learning. In some examples, a method includes obtaining a model of natural variation for a machine learning task. The model of natural variation includes a mapping that specifies how an input datum can be naturally varied by a nuisance parameter. The method includes training, using the model of natural variation and training data for the machine learning task, a neural network to complete the machine learning task such that the neural network is robust to natural variation specified by the model of natural variation.
    Type: Application
    Filed: June 3, 2021
    Publication date: March 31, 2022
    Inventors: George J. Pappas, Hamed Hassani, Alexander Robey
  • Systems and methods for rate-compatible polar codes for general channels
    Patent number: 10917194
    Abstract: According to certain embodiments, a transmit node in a wireless communications system includes a first universal rate-compatible polar encoder and a transmitter. The first universal rate-compatible polar encoder is configured for a family of two or more types of channels and encodes a plurality of information bits to provide a plurality of coded bits. The transmitter transmits the plurality of coded bits to a receive node.
    Type: Grant
    Filed: November 3, 2017
    Date of Patent: February 9, 2021
    Assignee: TELEFONAKTIEBOLAGET LM ERICSSON (PUBL)
    Inventors: Marco Mondelli, Hamed Hassani, Ivana Maric, Songnam Hong, Dennis Hui
  • SYSTEMS AND METHODS FOR RATE-COMPATIBLE POLAR CODES FOR GENERAL CHANNELS
    Publication number: 20200235851
    Abstract: According to certain embodiments, a transmit node in a wireless communications system includes a first universal rate-compatible polar encoder and a transmitter. The first universal rate-compatible polar encoder is configured for a family of two or more types of channels and encodes a plurality of information bits to provide a plurality of coded bits. The transmitter transmits the plurality of coded bits to a receive node.
    Type: Application
    Filed: November 3, 2017
    Publication date: July 23, 2020
    Inventors: Marco MONDELLI, Hamed HASSANI, Ivana MARIC, Songnam HONG, Dennis HUI