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.

Date of Patent:
Apr. 21, 2025

Filed:

Aug. 31, 2020
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Dinesh C. Verma, New Castle, NY (US);

Seraphin Bernard Calo, Cortlandt Manor, NY (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 18/21 (2022.12); G06F 18/214 (2022.12); G06N 20/00 (2018.12);
U.S. Cl.
CPC ...
G06F 18/2185 (2022.12); G06F 18/2148 (2022.12); G06N 20/00 (2018.12);
Abstract

Techniques for determining system performance without ground truth include receiving a trained model and one or more generator models, the trained model having been trained on training data. The trained model is used on testing data to produce labeled testing data, and the labeled testing data are used to train a proxy model. The one or more generator models are used to produce synthetic training data that are representative of the training data. The proxy model is used on the synthetic training data to produce predictions, and performance of the trained model is determined based on the predictions by the proxy model.


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