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:
Jan. 27, 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 21/64 (2013.01); G06Q 30/0201 (2023.01);
U.S. Cl.
CPC ...
G06F 21/64 (2013.01); G06Q 30/0201 (2013.01);
Abstract

Methods and systems for identifying a goal of a malicious party that poisoned an artificial intelligence (AI) model 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 structure of the AI model, the inferences obtained from the AI model (e.g., outcomes of the inferences on inference consumers), and/or the training data used to train the AI model instance (e.g., data sources that supply the training data). A malicious party may introduce poisoned training data to an AI model to control the outcomes of consumed inferences on inference consumers. To identify the goal of the malicious party and/or to identify the malicious party itself, the relationships of information from the snapshots and the outcomes for inference consumer groups may be analyzed.


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