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:
Sep. 09, 2025

Filed:

Feb. 07, 2024
Applicant:

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

Inventors:

Tianxiang Chen, Shanghai, CN;

Jinpeng Liu, Shanghai, CN;

Wenqing Peng, Dezhou, CN;

Zhen Jia, Shanghai, CN;

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 29/06 (2006.01); G06F 21/55 (2013.01); G06N 3/08 (2023.01); H04L 9/40 (2022.01);
U.S. Cl.
CPC ...
H04L 63/0435 (2013.01); G06F 21/554 (2013.01); G06N 3/08 (2013.01); H04L 63/0442 (2013.01); H04L 63/045 (2013.01);
Abstract

Embodiments of the present disclosure relate to a method, a device, and a computer program product for inference. The method includes determining, for a layer in a neural network model, whether a weight matrix of the layer is an irreversible target matrix. The method further includes partitioning, in response to determining that the weight matrix of the layer is the target matrix, the neural network model into a first part and a second part, wherein the first part includes the layer and a previous layer before the layer and is deployed inside a security space, and the second part includes a subsequent layer after the layer and is deployed outside the security space. The method further includes acquiring an inference result by using the partitioned neural network model based on encrypted inference data.


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