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Compact Neural Architecture Designs by Tensor Representations

We propose a framework of tensorial neural networks (TNNs) extending existing linear layers on low-order tensors to multilinear operations on higher-order tensors. TNNs have three advantages over existing networks: First, TNNs naturally apply to higher-order data without flattening, which preserves...

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Principais autores: Jiahao Su, Jingling Li, Xiaoyu Liu, Teresa Ranadive, Christopher Coley, Tai-Ching Tuan, Furong Huang
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2022-03-01
Serier:Frontiers in Artificial Intelligence
Fag:
tensor decomposition
tensor networks
neural networks
deep learning
model compression
Online adgang:https://www.frontiersin.org/articles/10.3389/frai.2022.728761/full
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