Patent · US Active

Merge operations for darts

US12141681B2 · kind B2 · utility

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Key dates

Filing dateDec 21, 2020
Grant dateNov 12, 2024
Priority date
Expiry dateJul 15, 2043

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N3/0985
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

A one-shot neural architecture search method referred to as MergeNAS by merging different types of convolutions into a single operation. This mergence approach reduces the search cost to roughly half a GPU-day as well as alleviates the over-fitting problem caused by a traditional differentiable architecture search (DARTS) approach by reducing the number of redundant parameters.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.