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GAN-based Neural Architecture Search Patent Grant

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Published April 7th, 2026
Detected April 7th, 2026
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Summary

The USPTO granted Patent US12596914B2 to Huawei Technologies Co., Ltd. covering a method for neural architecture search using a generative adversarial network. The system comprises a generator that creates neural network architectures and a discriminator that selects the optimal architecture based on a user-provided search space query. The patent contains 20 claims and was filed on November 1, 2021.

What changed

USPTO issued Patent US12596914B2 to Huawei Technologies Co., Ltd. for a GAN-based neural architecture search method and system. The patent describes a process where a generator creates multiple neural network architectures from a search space query, and a discriminator evaluates and selects the optimal architecture for transmission to the user device.

For technology companies developing AI and machine learning tools, this patent may create licensing considerations or potential freedom-to-operate concerns for similar neural architecture search implementations. Companies utilizing or commercializing GAN-based neural architecture search should review the patent claims to assess potential infringement exposure.

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Source document (simplified)

← USPTO Patent Grants

Generative adversarial neural architecture search

Grant US12596914B2 Kind: B2 Apr 07, 2026

Assignee

Huawei Technologies Co., Ltd.

Inventors

Seyed Saeed Changiz Rezaei, Fred Xuefei Han, Di Niu

Abstract

A method and system for neural architectural search (NAS) for performing a task. A generative adversarial network comprising a generator and a discriminator receives, from a user device, a query for neural network architecture, the query including a search space. The generator of the generative adversarial network generates a plurality of generated neural network architectures responsive to the received search space. The discriminator of the generative adversarial network selects an optimal neural network architecture from among the plurality of generated neural network architectures. The optimal generated neural network architecture is transmitted to the user device.

CPC Classifications

G06F 18/2113 G06F 18/214 G06N 3/045 G06N 3/0475 G06N 3/088

Filing Date

2021-11-01

Application No.

17516025

Claims

20

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Classification

Agency
USPTO
Published
April 7th, 2026
Instrument
Notice
Legal weight
Binding
Stage
Final
Change scope
Minor
Document ID
US12596914B2

Who this affects

Applies to
Technology companies
Industry sector
5112 Software & Technology
Activity scope
Patent licensing AI software development Neural architecture search
Geographic scope
United States US

Taxonomy

Primary area
Intellectual Property
Operational domain
Legal
Topics
Artificial Intelligence

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