The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Nov. 03, 2026
Filed:
Nov. 17, 2023
Ohio State Innovation Foundation, Columbus, OH (US);
Matthew Bendel, Columbus, OH (US);
Rizwan Ahmad, Columbus, OH (US);
Philip Schniter, Columbus, OH (US);
Ohio State Innovation Foundation, Columbus, OH (US);
Abstract
Example deep learning systems and related methods for posterior sampling in inverse problems are described herein. An example method for training a deep learning model includes receiving a training dataset including a plurality of input/output pairs; and training a conditional generative adversarial network (cGAN) using the training dataset, where the training includes a regularization process configured to enforce consistency with a posterior mean and a posterior covariance or trace-covariance.
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