Systems and methods for domain adaptation in dialog act tagging

S Yavuz, K Hashimoto, W Liu, NS Keskar… - US Patent App. 16 …, 2021 - Google Patents
Embodiments described herein utilize pre-trained masked language models as the
backbone for dialogue act tagging and provide cross-domain generalization of the resulting …

Knowledge distillation for semiconductor-based applications

R Theagarajan, J Zhang, Y Dong… - US Patent App. 17 …, 2023 - Google Patents
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 …

Uncertainty-refined image segmentation under domain shift

C Martinez, KM Potter, E Donahue… - US Patent App. 17 …, 2022 - Google Patents
2022-07-12 Assigned to NATIONAL TECHNOLOGY & ENGINEERING SOLUTIONS OF
SANDIA, LLC reassignment NATIONAL TECHNOLOGY & ENGINEERING SOLUTIONS OF …

Model generation apparatus, model generation method, and recording medium

T Inoshita - US Patent App. 17/640,571, 2022 - Google Patents
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 …

Trusted execution environment-based model training methods and apparatuses

LIU Yongchao, JIA Bei, Y Jin, C Yang - US Patent 11,500,992, 2022 - Google Patents
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 training neural network model

L Zheng, J Zhou, C Chen, L Wang - US Patent 11,341,411, 2022 - Google Patents
A method for training a neural network model includes: at each first member device,
obtaining predicted label data according to a first neural network submodel of the first neural …

Domain adaptation

YQ Yu, S Zhao, J Mei, SC Li, X Min - US Patent App. 17/003,104, 2022 - Google Patents
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 …

Diagnosing application problems by learning from fault injections

X Zhu, P Padala, N Morris, D Lee - US Patent 11,886,320, 2024 - Google Patents
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 …

Uncertainty-refined image segmentation under domain shift

C Martinez, KM Potter, E Donahue, MD Smith… - US Patent …, 2022 - Google Patents
A method for digital image segmentation is provided. The method comprises training a
neural network for image segmentation with a labeled training dataset from a first domain …

Neural network training from private data

Z Li, A Amirguliyev, J Probell - US Patent 11,551,083, 2023 - Google Patents
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 …