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:
Jun. 17, 2025

Filed:

Jan. 17, 2025
Applicant:

K2 Network Labs, Inc., Dover, DE (US);

Inventors:

Harrison Dahme, Stateline, NV (US);

Nicholas Roberts-Huntley, New York, NY (US);

Assignee:

K2 Network Labs, Inc., Dover, DE (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 9/30 (2006.01); H04L 9/08 (2006.01); H04L 9/32 (2006.01);
U.S. Cl.
CPC ...
H04L 9/0861 (2013.01); H04L 9/30 (2013.01); H04L 9/3247 (2013.01);
Abstract

The present disclosure provides a method for processing data using a transformer model with privacy preservation. The method includes receiving input data, applying a dimensionality reduction operation using an input privacy layer positioned horizontally between an input layer and an execution layer of the transformer model, processing the reconstructed data, generating an encryption key for encrypting weights of the input privacy layer, splitting the encryption key into shares, distributing the shares among blockchain addresses, encrypting the weights, receiving signatures from the blockchain addresses, reconstructing the encryption key using the signatures and shares, verifying the authenticity of each signature, decrypting the weights using the reconstructed key if all signatures are verified, and updating the transformer model with the decrypted weights. The input privacy layer includes down projection, transformation, and up projection operations.


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