公开(公告)号：US20230376745A1

公开(公告)日：2023-11-23

申请号：US17751089

申请日：2022-05-23

Applicant: Arm Limited

Inventor： Kartikeya Bhardwaj ,  Guihong Li ,  Naveen Suda ,  Milos Milosavljevic ,  Danny Daysang Loh

IPC: G06N3/08 ,  G06N3/04

CPC classification number: G06N3/08 ,  G06N3/04

Abstract: A mechanism to control the stability and performance of weight-sharing methods for designing neural networks is provided. Network weights and architecture parameters of a super-net, including multiple sub-networks, are adjusted to reduce a loss determined, at least in part, from a sum, over layers of the sub-network, of measures of smoothness based on network weights in the layers. A sub-network of the super-net is selected dependent upon the adjusted architectural parameters.