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Machine learning model validation with verification data

Grant US12591773B2 Kind: B2 Mar 31, 2026

Assignee

QUALCOMM Incorporated

Inventors

Xipeng Zhu, Taesang Yoo, Gavin Bernard Horn

Abstract

A method of wireless communication by a first network device includes receiving a machine learning model, the machine learning model being unvalidated and trained. The method also includes quantizing and compiling the machine learning model. The method further includes obtaining verification data. The method still further includes validating the machine learning model with the verification data to determine a performance level of the machine learning model. A method of wireless communication by a first network device includes transmitting machine learning model verification data to a second network device. The method also includes receiving a report, from the second network device, indicating performance of a machine learning model with the verification data. The method further includes validating the machine learning model in response to the performance satisfying a performance condition.

CPC Classifications

G06N 3/08 G06N 3/0464 G06N 3/0495 G06N 3/048 G06N 3/084 G06N 3/0895 G06N 3/09 H04L 63/123 H04W 12/106 H04W 16/14 H04W 24/10

Filing Date

2022-01-26

Application No.

17585399

Claims

24