Patents by Inventor Casimir M. Wierzynski

Casimir M. Wierzynski 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).

  • Publication number: 20220284353
    Abstract: Methods, apparatus, systems, and articles of manufacture are disclosed to train a machine learning model. An example apparatus to generate adaptive hyper-parameters includes a model aggregator to, in response to obtaining at least one model trained using a first set of hyper-parameters of a probability distribution, generate a loss reduction, a hyper-parameter generator to, when the loss reduction satisfies a loss threshold, update the probability distribution and generate a second set of hyper-parameters using the updated probability distribution, and an interface to transmit the second set of hyper-parameters to a client.
    Type: Application
    Filed: September 23, 2020
    Publication date: September 8, 2022
    Inventors: Hesham Mostafa, Casimir M. Wierzynski
  • Publication number: 20200320206
    Abstract: Systems, methods, apparatus, and articles of manufacture to prevent unauthorized release of information associated with a function as a service are disclosed. A system disclosed herein operates on in-use information. The system includes a function as a service of a service provider that operates on encrypted data. The encrypted data includes encrypted in-use data. The system also includes a trusted execution environment (TEE) to operate within a cloud-based environment of a cloud provider. The function as a service operates on the encrypted data within the TEE, and the TEE protects service provider information from access by the cloud provider. The encrypted in-use data and the service provider information form at least a portion of the in-use information.
    Type: Application
    Filed: June 24, 2020
    Publication date: October 8, 2020
    Inventors: Rosario Cammarota, Fabian Boemer, Casimir M. Wierzynski, Anand Rajan, Rafael Misoczki