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:
May. 19, 2026

Filed:

Mar. 06, 2024
Applicant:

Fujitsu Limited, Kawasaki, JP;

Inventors:

Wing Yee Au, Saratoga, CA (US);

Kanji Uchino, Santa Clara, CA (US);

Assignee:

Fujitsu Limited, Kawasaki, JP;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/045 (2023.01); G06T 11/26 (2026.01);
U.S. Cl.
CPC ...
G06N 3/045 (2023.01); G06T 11/26 (2026.01);
Abstract

In an embodiment, operations include receiving a dataset including a set of graphs, applying a graph explainer model on the dataset to determine explain scores, and filtering graph elements of each graph based on the explain scores to determine a first set of graph elements. Further, another dataset of randomized graphs is generated. The graph explainer model is applied on the other dataset to determine noise scores, which are used determine denoised explain scores from the explain scores. Graph elements of each graph are filtered based on the denoised explain scores to determine a second set of graph elements. Thereafter, feature vectors are determined for the first set of graph elements and the second set of graph elements, and prediction driving graph elements are determined based on the feature vectors. Explainability information associated with the set of graphs is rendered, based on the prediction driving graph elements.


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