Patents by Inventor Zhengyang GENG

Zhengyang GENG 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).

  • TORCHDEQ: A LIBRARY FOR DEEP EQUILIBRIUM MODELS
    Publication number: 20240428076
    Abstract: Methods and systems are disclosed that allows users to define, train, and deploy deep equilibrium models. Decoupled and structured interfaces allow users to easily customize deep equilibrium models. Disclosed systems support a number of different forward and backward solvers, normalization, and regularization approaches.
    Type: Application
    Filed: June 23, 2023
    Publication date: December 26, 2024
    Inventors: Zhengyang Geng, Jeremy Kolter, Ivan Batalov, Joao Semedo
  • ONE-STEP DIFFUSION DISTILLATION VIA DEEP EQUILIBRIUM MODELS
    Publication number: 20240412430
    Abstract: Generative equilibrium transformers are disclosed. Disclosed embodiments provide a simple and effective technique that can distill a multi-step diffusion process into a single-step generative model using solely noise/image pairs.
    Type: Application
    Filed: June 9, 2023
    Publication date: December 12, 2024
    Inventors: Zhengyang GENG, Ashwini POLKE, Jeremy KOLTER, Bahare Azari, Ivan BATALOV, Filipe CONDESSA