Training and enhancement of neural network models, such as from private data, are
described. A slave device receives a version of a neural network model from a master. The …

Embodiments described herein utilize pre-trained masked language models as the
backbone for dialogue act tagging and provide cross-domain generalization of the resulting …

Inventors: kHH YiS| kee Methods and systems for determining information for a tis Yujie
LLSmmSS Newark, CA (US); specimen are provided. One system includes a computer Kris …

Digital image segmentation is provided. The method comprises training a neural network for
image segmentation with a labeled training dataset from a first domain, wherein a subset of …

A plurality of recognition units respectively recognize image data using a learned model and
output degrees of reliability corresponding to classes regarded as recognition targets by …

The present specification discloses a trusted execution envi ronment (TEE)-based model
training method and apparatus. In one or more embodiments, the method includes: obtain …

METHOD, APPARATUS, AND SYSTEM FOR is provided, where the neural network model
includes first TRAINING NEURAL NETWORK MODEL neural network submodels on …

According to one embodiment of the present disclosure, there is provided a computer-
implemented method. The method comprises obtaining a source model of a source domain …

Identifying a likely cause of a problem in an application can include: injecting a series of a
set of predetermined faults into the application; sampling a subset of a set of training …

(57) ABSTRACT A method for digital image segmentation is provided. The method
comprises training a neural network for image segmentation with a labeled training dataset …