Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository
Mining Study

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Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining Study

18 May 2023

Silverio Martínez-Fernández

Justus Bogner

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Papers citing "Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining Study"

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Title
Uncovering Energy-Efficient Practices in Deep Learning Training: Preliminary Steps Towards Green AI Tim Yarally Luís Cruz Daniel Feitosa June Sallou A. V. Deursen 45 27 0 24 Mar 2023
An Empirical Study of Pre-Trained Model Reuse in the Hugging Face Deep Learning Model Registry Wenxin Jiang Nicholas Synovic Matt Hyatt Taylor R. Schorlemmer R. Sethi Yung-Hsiang Lu George K. Thiruvathukal James C. Davis 69 70 0 05 Mar 2023
Energy Efficiency of Training Neural Network Architectures: An Empirical Study Yi Xu Silverio Martínez-Fernández Matias Martinez Xavier Franch 43 16 0 02 Feb 2023
A Systematic Review of Green AI Roberto Verdecchia June Sallou Luís Cruz 75 159 0 26 Jan 2023
Eco2AI: carbon emissions tracking of machine learning models as the first step towards sustainable AI S. Budennyy V. Lazarev N. Zakharenko A. Korovin Olga Plosskaya ... Ivan Oseledets I. Barsola Ilya M. Egorov A. Kosterina L. Zhukov 75 104 0 31 Jul 2022
The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink David A. Patterson Joseph E. Gonzalez Urs Holzle Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 78 246 0 11 Apr 2022
Data-Centric Green AI: An Exploratory Empirical Study Roberto Verdecchia Luís Cruz June Sallou Michelle Lin James Wickenden Estelle Hotellier 64 45 0 06 Apr 2022
Which Design Decisions in AI-enabled Mobile Applications Contribute to Greener AI? Roger Creus Castanyer Silverio Martínez-Fernández Xavier Franch 74 13 0 28 Sep 2021
Software Engineering for AI-Based Systems: A Survey Silverio Martínez-Fernández Justus Bogner Xavier Franch Marc Oriol Julien Siebert Adam Trendowicz Anna Maria Vollmer Stefan Wagner 74 220 0 05 May 2021
Carbontracker: Tracking and Predicting the Carbon Footprint of Training Deep Learning Models Lasse F. Wolff Anthony Benjamin Kanding Raghavendra Selvan HAI 59 313 0 06 Jul 2020
Quantifying the Carbon Emissions of Machine Learning Alexandre Lacoste A. Luccioni Victor Schmidt Thomas Dandres 97 707 0 21 Oct 2019
Green AI Roy Schwartz Jesse Dodge Noah A. Smith Oren Etzioni 107 1,144 0 22 Jul 2019
Energy and Policy Considerations for Deep Learning in NLP Emma Strubell Ananya Ganesh Andrew McCallum 71 2,657 0 05 Jun 2019
Model Cards for Model Reporting Margaret Mitchell Simone Wu Andrew Zaldivar Parker Barnes Lucy Vasserman Ben Hutchinson Elena Spitzer Inioluwa Deborah Raji Timnit Gebru 127 1,895 0 05 Oct 2018
HyperPower: Power- and Memory-Constrained Hyper-Parameter Optimization for Neural Networks Dimitrios Stamoulis E. Cai Da-Cheng Juan Diana Marculescu 63 72 0 06 Dec 2017