Patents by Inventor Gabriel Mintzer Bender

Gabriel Mintzer Bender 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).

  • Neural architecture search with weight sharing
    Patent number: 11803731
    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for selecting a neural network to perform a particular machine learning task while satisfying a set of constraints.
    Type: Grant
    Filed: May 27, 2022
    Date of Patent: October 31, 2023
    Assignee: Google LLC
    Inventor: Gabriel Mintzer Bender
  • Systems and Methods for Generation of Machine-Learned Multitask Models
    Publication number: 20230267307
    Abstract: Systems and methods of the present disclosure are directed to a method for generating a machine-learned multitask model configured to perform tasks. The method can include obtaining a machine-learned multitask search model comprising candidate nodes. The method can include obtaining tasks and machine-learned task controller models associated with the tasks. As an example, for a task, the method can include using the task controller model to route a subset of the candidate nodes in a machine-learned task submodel for the corresponding task. The method can include inputting task input data to the task submodel to obtain a task output. The method can include generating, using the task output, a feedback value based on an objective function. The method can include adjusting parameters of the task controller model based on the feedback value.
    Type: Application
    Filed: July 23, 2020
    Publication date: August 24, 2023
    Inventors: Qifei Wang, Junjie Ke, Grace Chu, Gabriel Mintzer Bender, Luciano Sbaiz, Feng Yang, Andrew Gerald Howard, Alec Michael Go, Jeffrey M. Gilbert, Peyman Milanfar, Joshua William Charles Greaves
  • SINGLE-STAGE MODEL TRAINING FOR NEURAL ARCHITECTURE SEARCH
    Publication number: 20220405579
    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for selecting a neural network to perform a particular machine learning task while satisfying a set of constraints.
    Type: Application
    Filed: March 3, 2021
    Publication date: December 22, 2022
    Inventors: Jiahui Yu, Pengchong Jin, Hanxiao Liu, Gabriel Mintzer Bender, Pieter-Jan Kindermans, Mingxing Tan, Xiaodan Song, Ruoming Pang, Quoc V. Le
  • NEURAL ARCHITECTURE SEARCH WITH WEIGHT SHARING
    Publication number: 20220292329
    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for selecting a neural network to perform a particular machine learning task while satisfying a set of constraints.
    Type: Application
    Filed: May 27, 2022
    Publication date: September 15, 2022
    Inventor: Gabriel Mintzer Bender
  • Neural architecture search with weight sharing
    Patent number: 11347995
    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for selecting a neural network to perform a particular machine learning task while satisfying a set of constraints.
    Type: Grant
    Filed: March 23, 2021
    Date of Patent: May 31, 2022
    Assignee: Google LLC
    Inventor: Gabriel Mintzer Bender
  • CONVOLUTIONAL NEURAL NETWORKS WITH SOFT KERNEL SELECTION
    Publication number: 20220129740
    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing inputs using neural networks that include one or more conditional convolutional layers. A conditional convolutional layer has a plurality of kernels and determines a respective input-dependent weight for each of the plurality of kernels and generates an input-dependent kernel by computing a weighted sum of the plurality of kernels in accordance with the respective input-dependent weights.
    Type: Application
    Filed: January 23, 2020
    Publication date: April 28, 2022
    Inventors: Brandon Chauloon Yang, Quoc V. Le, Jiquan Ngiam, Gabriel Mintzer Bender
  • NEURAL ARCHITECTURE SEARCH WITH WEIGHT SHARING
    Publication number: 20210303967
    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for selecting a neural network to perform a particular machine learning task while satisfying a set of constraints.
    Type: Application
    Filed: March 23, 2021
    Publication date: September 30, 2021
    Inventor: Gabriel Mintzer Bender