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:
Mar. 10, 2026

Filed:

Dec. 29, 2022
Applicant:

Dell Products L.p., Round Rock, TX (US);

Inventors:

Ofir Ezrielev, Be'er Sheva, IL;

Amihai Savir, Newton, MA (US);

Tomer Kushnir, Omer, IL;

Assignee:

Dell Products L.P., Round Rock, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/56 (2013.01); G06F 21/55 (2013.01); G06N 5/04 (2023.01);
U.S. Cl.
CPC ...
G06F 21/56 (2013.01); G06F 21/554 (2013.01); G06N 5/04 (2013.01); G06F 2221/033 (2013.01);
Abstract

Methods and systems for managing an attack on an artificial intelligence (AI) model using view level analysis are disclosed. As AI models are updated over time using new training data, snapshots of the AI models may be obtained. The snapshots may include information regarding the training data used to train the AI model, the parameters of the AI model, and/or the inferences obtained from the AI model. A malicious party may perform an attack on the AI model by introducing poisoned training data through a data source. The content of supplied poisoned training data may be determined based on a view level into the AI model. The view level of the malicious party may be used to design countermeasures to mitigate and/or prevent future attacks to the AI model.


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