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:
Dec. 16, 2025
Filed:
Jul. 15, 2025
Hiddenlayer, Inc., Austin, TX (US);
Julian Collado Umana, Irvine, CA (US);
Andrew Davis, Portland, OR (US);
HiddenLayer, Inc., Austin, TX (US);
Abstract
A query to be input into a machine learning model which is associated with a first user is received. A first embedding is generated based on the query. A plurality of historical queries of the machine learning model having a corresponding embedding meeting first criteria relative to the first embedding is then determined using a first distance-based similarity analysis technique. In addition, a plurality of other users of the machine learning model each having a corresponding user embedding meeting second criteria relative to a user embedding for the first user are determined using a second distance-based similarity analysis technique. Data indicating a potential attack on the machine learning model is provided to a consuming application or process based on the query neighbor determination and the user neighbor determination.