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. 05, 2026

Filed:

Feb. 09, 2024
Applicant:

University of Florida Research Foundation, Incorporated, Gainesville, FL (US);

Inventors:

Prabhat Kumar Mishra, Gainesville, FL (US);

Zhixin Pan, Gainesville, FL (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/56 (2013.01); G06F 21/71 (2013.01); G06F 21/72 (2013.01); G06F 21/76 (2013.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06F 21/566 (2013.01); G06F 21/71 (2013.01); G06N 20/20 (2019.01); G06F 21/72 (2013.01); G06F 21/76 (2013.01); G06F 2221/034 (2013.01);
Abstract

Various embodiments of the present disclosure provide hardware trojan detection using Shapley ensemble boosting. In one example, an embodiment provides for extracting a plurality of features related to hardware trojan detection from one or more circuit samples related to one or more circuits, training one or more machine learning models based at least in part on the plurality of features, modifying the one or more machine learning models based at least in part on a set of Shapley values to generate one or more enhanced machine learning models for hardware trojan detection related to the one or more circuits, and deploying the one or more enhanced machine learning models for the hardware trojan detection related to the one or more circuits.


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