Compact neural architecture designs by tensor representations

HIGHLIGHTS

  • who: Furong Huang from the Department of Electrical and Computer Engineering, University of Maryland, College Park, MD, United States, Department have published the paper: Compact Neural Architecture Designs by Tensor Representations, in the Journal: (JOURNAL)
  • what: Motivated by the tensor decomposition of linear layers (Lebedev et_al, 2014; Kim et_al, 2015; Novikov et_al, 2015), the authors propose a framework of tensorial layers that outlines the design space of low-rank factorization the framework simultaneously allows compression of pre-trained models and exploration of better network architectures. The authors demonstrate the expressive power of TNNs by conducting . . .

     

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