ＲＰＵアレイのためのノイズおよび信号管理 - INTERNATIONAL BUSINESS MACHINES CORPORATION

Title:

ＲＰＵアレイのためのノイズおよび信号管理

Document Type and Number:

Japanese Patent JP7357080

Kind Code:

B2

Abstract:

Advanced noise and signal management techniques for RPU arrays during ANN training are provided. In one aspect of the invention, a method for ANN training includes: providing an array of RPU devices with pre-normalizers and post-normalizers; computing and pre-normalizing a mean and standard deviation of all elements of an input vector x to the array that belong to the set group of each of the pre-normalizers; and computing and post-normalizing the mean μ and the standard deviation σ of all elements of an output vector y that belong to the set group of each of the post-normalizers.

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Inventors:

Rush, Marte Johannes
Gokmen, Typhoon

Application Number:

JP2021569493A

Publication Date:

October 05, 2023

Filing Date:

April 09, 2020

Export Citation:

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Assignee:

INTERNATIONAL BUSINESS MACHINES CORPORATION

International Classes:

G06N20/00; G06N3/02

Domestic Patent References:

JP2019502970A
JP2017010232A
JP2020514886A

Foreign References:

US20180293208

Attorney, Agent or Firm:

Tadashi Taneichi

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