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. 13, 2026

Filed:

Dec. 21, 2021
Applicant:

Genesys Cloud Services, Inc., Daly City, CA (US);

Inventors:

Pavan Buduguppa, Hyderabad, IN;

Ramasubramanian Sundaram, Hyderabad, IN;

Veera Raghavendra Elluru, Hyderabad, IN;

Assignee:

Genesys Cloud Services, Inc., Daly City, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/40 (2020.01); G06F 40/30 (2020.01); G06N 3/045 (2023.01); G06N 3/082 (2023.01); G06N 5/022 (2023.01);
U.S. Cl.
CPC ...
G06F 40/40 (2020.01); G06F 40/30 (2020.01); G06N 3/045 (2023.01); G06N 3/082 (2013.01); G06N 5/022 (2013.01);
Abstract

A method for creating a student model from a teacher model for knowledge distillation. The method including: providing a first model; using a first instance of the first model to create the teacher model by training the first instance of the first model on a training dataset; using a second instance of the first model to create the student model by training the second instance of the first model on a subset of the training dataset; identifying corresponding layers in the teacher model and the student model; for each of the corresponding layers, computing a weight similarity criterion; ranking the corresponding layers according to the weight similarity criterion; selecting, based on the ranking, one or more of the corresponding layers for designation as one or more discard layers; removing from the student model the one or more discard layers.


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