Patents by Inventor Jan SOKOLOWSKI

Jan SOKOLOWSKI 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: 20220114445
    Abstract: A system and method for processing predictions in the presence of adversarial perturbations in a sensing system. The processor receives inputs from sensors and runs a neural network having a network function that generates, as outputs, predictions of the neural network. The method generates from a plurality of outputs a measurement quantity (m) that may be, at or near a given input, either (i) a first measurement quantity M1 corresponding to a gradient of the given output, (ii) a second measurement quantity M2 corresponding to a gradient of a predetermined objective function derived from a training process for the neural network, or (iii) a third measurement quantity M3 derived from a combination of M1, and M2. The method determines whether the measurement quantity (m) is equal to or greater than a threshold. If greater than the threshold, one or more remedial actions are performed to correct for a perturbation.
    Type: Application
    Filed: January 3, 2020
    Publication date: April 14, 2022
    Inventors: Hans-Peter BEISE, Udo SCHRÖDER, Steve DIAS DA CRUZ, Jan SOKOLOWSKI