DEVICE AND METHOD FOR SEARCHING NEURAL NETWORK ARCHITECTURE USING SUPERNET
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United States of America Patent
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Issued Date -
Jan 23, 2025
app pub date -
Aug 24, 2023
filing date -
Aug 24, 2023
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Abstract
A method for searching a neural network architecture using supernets comprises the steps of: (a) searching for subnets that can be extracted from a set search space; (b) counting the number of non-linear activation functions included in each subnet for each of the searched subnets; (c) grouping the searched subnets based on the counted number of non-linear activation functions; (d) assigning the subnet groups to multiple supernets; (e) searching for a neural network having an optimal architecture based on operation blocks of the subnet groups assigned to each of the multiple supernets.
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