Neural Architecture Search Benchmarks: Insights and Survey

Author:

Chitty-Venkata Krishna Teja1ORCID,Emani Murali2ORCID,Vishwanath Venkatram2,Somani Arun K.1ORCID

Affiliation:

1. Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, USA

2. Argonne National Laboratory, Lemont, IL, USA

Funder

Philip and Virginia Sproul Professorship;

National Science Foundation at Iowa State University

Argonne Leadership Computing Facility, which is a DOE Office of Science User Facility

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Engineering,General Materials Science,General Computer Science,Electrical and Electronic Engineering

Reference165 articles.

1. BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search

2. Zero-cost proxies for lightweight NAS;abdelfattah;arXiv 2101 08134,2021

3. Surrogate NAS benchmarks: Going beyond the limited search spaces of tabular NAS benchmarks;zela;arXiv 2008 09777,2020

4. NAS evaluation is frustratingly hard;yang;arXiv 1912 12522,2019

5. Progressive neural architecture search;liu;Proc Eur Conf Comput Vis (ECCV),2018

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