Energy Efficiency of Training Neural Network Architectures: An Empirical
Study

Energy Efficiency of Training Neural Network Architectures: An Empirical Study

2 February 2023

Silverio Martínez-Fernández

Matias Martinez

Papers citing "Energy Efficiency of Training Neural Network Architectures: An Empirical Study"

10 / 10 papers shown

Title
The More the Merrier? Navigating Accuracy vs. Energy Efficiency Design Trade-Offs in Ensemble Learning Systems Rafiullah Omar Justus Bogner H. Muccini Patricia Lago Silverio Martínez-Fernández Xavier Franch 32 1 0 03 Jul 2024
How to Sustainably Monitor ML-Enabled Systems? Accuracy and Energy Efficiency Tradeoffs in Concept Drift Detection Rafiullah Omar Justus Bogner J. Leest Vincenzo Stoico Patricia Lago H. Muccini 17 1 0 30 Apr 2024
Green AI: A Preliminary Empirical Study on Energy Consumption in DL Models Across Different Runtime Infrastructures Negar Alizadeh Fernando Castor 46 11 0 21 Feb 2024
A Synthesis of Green Architectural Tactics for ML-Enabled Systems Heli Järvenpää Patricia Lago Justus Bogner Grace A. Lewis H. Muccini Ipek Ozkaya 41 19 0 15 Dec 2023
Towards green AI-based software systems: an architecture-centric approach (GAISSA) Silverio Martínez-Fernández Xavier Franch Francisco Durán 30 7 0 19 Jul 2023
Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining Study Joel Castaño Silverio Martínez-Fernández Xavier Franch Justus Bogner CVBM 21 33 0 18 May 2023
Which Design Decisions in AI-enabled Mobile Applications Contribute to Greener AI? Roger Creus Castanyer Silverio Martínez-Fernández Xavier Franch 40 11 0 28 Sep 2021
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 253 645 0 21 Apr 2021
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 206 14,368 0 07 Oct 2016
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,217 0 01 Sep 2014