METHOD AND APPARATUS WITH NEURAL NETWORK OPERATION

Patent №

US 11,501,166

Granted

2022-11-15

Filed 2020

Owner

SAMSUNG ELECTRONICS CO., LTD.

+1 more

Lab

AI components

2

ml · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16857588

A processor-implemented neural network method includes: generating a bit vector based on whether each of a plurality of input activations within a neural network is 0; merging the bit vector into the input activations such that bit values within the neural network included in the bit vector are most significant bits (MSBs) of multi bit expressions of the input activations; merging the bit vector into weights such that the bit values included in the bit vector are MSBs of multi bit expressions of the weights; sorting the input activations and the weights based on bits corresponding to the MSBs; and implementing the neural network, including performing operations between the sorted input activations and the sorted weights.

Machine learningAI hardwareG06N 3/063G06N 3/08G06N 3/04G06N 3/0464G06N 3/0495G06N 3/082

AI classification

AI hardware1.00
Machine learning1.00
Knowledge representation0.25
Vision0.10
Evolutionary computation0.03
Planning0.02
Natural language0.00
Speech0.00

Ownership

SAMSUNG ELECTRONICS CO., LTD.

assignment · 524880191

SEOUL NATIONAL UNIVERSITY R&DB FOUNDATION

assignment · 524880191

Assignors

KIM, YOOJIN, HA, SOONHOI, KANG, DONGHYUN, KANG, JINTAEK

On an employer assignment, the assignors are typically the inventors.

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