Rankitect: Ranking Architecture Search Battling World-class Engineers at Meta Scale

Author:

Wen Wei1ORCID,Liu Kuang-Hung1ORCID,Fedorov Igor1ORCID,Zhang Xin1ORCID,Yin Hang2ORCID,Chu Weiwei1ORCID,Hassani Kaveh3ORCID,Sun Mengying1ORCID,Liu Jiang1ORCID,Wang Xu1ORCID,Jiang Lin1ORCID,Chen Yuxin1ORCID,Zhang Buyun1ORCID,Liu Xi1ORCID,Cheng Dehua1ORCID,Chen Zhengxing1ORCID,Zhao Guang1ORCID,Han Fangqiu1ORCID,Yang Jiyan1ORCID,Hao Yuchen1ORCID,Xiong Liang1ORCID,Chen Wen-Yen1ORCID

Affiliation:

1. Meta Platforms, Inc., Menlo Park, CA, USA

2. Meta Platforms, Inc., Sunnyvale, CA, USA

3. Meta Platforms, Inc., Menlo Park, USA

Publisher

ACM

Reference46 articles.

1. Mohamed S Abdelfattah, Abhinav Mehrotra, Łukasz Dudziak, and Nicholas D Lane. 2021. Zero-cost proxies for lightweight nas. arXiv preprint arXiv:2101.08134 (2021).

2. Rohan Anil Sandra Gadanho Da Huang Nijith Jacob Zhuoshu Li Dong Lin Todd Phillips Cristina Pop Kevin Regan Gil I Shamir et al. 2022. On the factory floor: ML engineering for industrial-scale ads recommendation models. arXiv preprint arXiv:2209.05310 (2022).

3. Colby Banbury, Chuteng Zhou, Igor Fedorov, Ramon Matas, Urmish Thakker, Dibakar Gope, Vijay Janapa Reddi, Matthew Mattina, and Paul Whatmough. 2021. MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers. In Proceedings of Machine Learning and Systems, A. Smola, A. Dimakis, and I. Stoica (Eds.), Vol. 3. 517--532. https://proceedings.mlsys.org/paper_files/paper/2021/file/c4d41d9619462c534b7b61d1f772385e-Paper.pdf

4. Gabriel Bender, Pieter-Jan Kindermans, Barret Zoph, Vijay Vasudevan, and Quoc Le. 2018. Understanding and simplifying one-shot architecture search. In International conference on machine learning. PMLR, 550--559.

5. Can Weight Sharing Outperform Random Architecture Search? An Investigation With TuNAS

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3