Towards the Systematic Reporting of the Energy and Carbon Footprints of Machine Learning

31 January 2020

Dan Jurafsky

Papers citing "Towards the Systematic Reporting of the Energy and Carbon Footprints of Machine Learning"

50 / 51 papers shown

Title
How Do Companies Manage the Environmental Sustainability of AI? An Interview Study About Green AI Efforts and Regulations Ashmita Sampatsing Sophie Vos Emma Beauxis-Aussalet Justus Bogner 30 0 0 12 May 2025
Green Prompting Marta Adamska Daria Smirnova Hamid Nasiri Zhengxin Yu Peter Garraghan 160 0 0 09 Mar 2025
Unveiling Biases while Embracing Sustainability: Assessing the Dual Challenges of Automatic Speech Recognition Systems Ajinkya Kulkarni Atharva Kulkarni Miguel Couceiro Isabel Trancoso 50 0 0 02 Mar 2025
Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models S. Poddar Paramita Koley Janardan Misra Niloy Ganguly Saptarshi Ghosh Saptarshi Ghosh 61 0 0 08 Feb 2025
Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization Zishun Yu Tengyu Xu Di Jin Karthik Abinav Sankararaman Yun He ... Eryk Helenowski Chen Zhu Sinong Wang Hao Ma Han Fang LRM 54 4 0 29 Jan 2025
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI Arya Tschand Arun Tejusve Raghunath Rajan S. Idgunji Anirban Ghosh J. Holleman ... Rowan Taubitz Sean Zhan Scott Wasson David Kanter Vijay Janapa Reddi 62 3 0 15 Oct 2024
Energy Consumption Trends in Sound Event Detection Systems Constance Douwes Romain Serizel 35 1 0 13 Sep 2024
Towards Green AI: Current status and future research Christian Clemm Lutz Stobbe Kishan Wimalawarne Jan Druschke 47 2 0 01 May 2024
Design of an Open-Source Architecture for Neural Machine Translation Séamus Lankford Haithem Afli Andy Way 33 0 0 06 Mar 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
LLMCarbon: Modeling the end-to-end Carbon Footprint of Large Language Models Ahmad Faiz S. Kaneda Ruhan Wang Rita Osi Parteek Sharma Fan Chen Lei Jiang 31 56 0 25 Sep 2023
Efficient Reinforcement Learning for Jumping Monopods Riccardo Bussola Michele Focchi Andrea Del Prete Daniele Fontanelli Luigi Palopoli 39 2 0 13 Sep 2023
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI Dustin Wright Christian Igel Gabrielle Samuel Raghavendra Selvan 29 15 0 05 Sep 2023
A benchmark for computational analysis of animal behavior, using animal-borne tags Benjamin Hoffman M. Cusimano V. Baglione D. Canestrari D. Chevallier ... O. Vainio A. Vehkaoja Ken Yoda Katie Zacarian A. Friedlaender 25 7 0 18 May 2023
Energy Efficiency Considerations for Popular AI Benchmarks Raphael Fischer Matthias Jakobs K. Morik 16 4 0 17 Apr 2023
Energy-Efficient GPU Clusters Scheduling for Deep Learning Diandian Gu Xintong Xie Gang Huang Xin Jin Xuanzhe Liu GNN 24 7 0 13 Apr 2023
Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI Models Pengfei Li Jianyi Yang M. A. Islam Shaolei Ren 81 122 0 06 Apr 2023
Accuracy is not the only Metric that matters: Estimating the Energy Consumption of Deep Learning Models Johannes Getzner Bertrand Charpentier Stephan Günnemann 21 5 0 03 Apr 2023
Greener yet Powerful: Taming Large Code Generation Models with Quantization Xiaokai Wei Sujan Kumar Gonugondla W. Ahmad Shiqi Wang Baishakhi Ray ... Ben Athiwaratkun Mingyue Shang M. K. Ramanathan Parminder Bhatia Bing Xiang MQ 28 6 0 09 Mar 2023
Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning A. Luccioni Alex Hernandez-Garcia 31 45 0 16 Feb 2023
Renormalization in the neural network-quantum field theory correspondence Harold Erbin Vincent Lahoche D. O. Samary 37 7 0 22 Dec 2022
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation Josh Gardner Zoran Popovic Ludwig Schmidt OOD 24 22 0 23 Nov 2022
Understanding the Energy Consumption of HPC Scale Artificial Intelligence Danilo Carastan dos Santos 8 6 0 14 Nov 2022
Real-time Speech Interruption Analysis: From Cloud to Client Deployment Quchen Fu Szu-Wei Fu Yaran Fan Yu-Huan Wu Zhuo Chen J. Gupchup Ross Cutler 31 0 0 24 Oct 2022
Data-Efficient Strategies for Expanding Hate Speech Detection into Under-Resourced Languages Paul Röttger Debora Nozza Federico Bianchi Dirk Hovy 29 10 0 20 Oct 2022
Comparing the carbon costs and benefits of low-resource solar nowcasting Ben Dixon Maria Perez-Ortiz J. Bieker 4 0 0 10 Oct 2022
Fast-FNet: Accelerating Transformer Encoder Models via Efficient Fourier Layers Nurullah Sevim Ege Ozan Özyedek Furkan Şahinuç Aykut Koç 35 11 0 26 Sep 2022
Scheduling Algorithms for Federated Learning with Minimal Energy Consumption L. Pilla 26 15 0 13 Sep 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 28 109 0 31 Aug 2022
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 V. Oseledets I. Barsola Ilya M. Egorov A. Kosterina L. Zhukov 31 90 0 31 Jul 2022
Benchmarking Transformers-based models on French Spoken Language Understanding tasks Oralie Cattan Sahar Ghannay Christophe Servan Sophie Rosset 30 4 0 19 Jul 2022
Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset Peter Henderson M. Krass Lucia Zheng Neel Guha Christopher D. Manning Dan Jurafsky Daniel E. Ho AILaw ELM 131 97 0 01 Jul 2022
Towards Climate Awareness in NLP Research Daniel Hershcovich Nicolas Webersinke Mathias Kraus J. Bingler Markus Leippold 30 32 0 10 May 2022
Impact of Tokenization on Language Models: An Analysis for Turkish Cagri Toraman E. Yilmaz Furkan Şahinuç Oguzhan Ozcelik 30 74 0 19 Apr 2022
Does Simultaneous Speech Translation need Simultaneous Models? Sara Papi Marco Gaido Matteo Negri Marco Turchi 41 26 0 08 Apr 2022
Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis Raghavendra Selvan N. Bhagwat Lasse F. Wolff Anthony Benjamin Kanding Erik Dam 36 24 0 04 Mar 2022
A photonic chip-based machine learning approach for the prediction of molecular properties Hui Zhang Jonathan Wei Zhong Lau Lingxiao Wan Liang Shi H. Cai Xianshu Luo Guo-qiang Lo Chee-Kong Lee L. Kwek A. Liu 35 10 0 03 Mar 2022
An Empirical Analysis of AI Contributions to Sustainable Cities (SDG11) Shivam Gupta Auriol Degbelo 14 10 0 06 Feb 2022
The Ecological Footprint of Neural Machine Translation Systems D. Shterionov Eva Vanmassenhove 32 3 0 04 Feb 2022
Computational bioacoustics with deep learning: a review and roadmap D. Stowell 32 235 0 13 Dec 2021
Many Heads but One Brain: Fusion Brain -- a Competition and a Single Multimodal Multitask Architecture Daria Bakshandaeva Denis Dimitrov V.Ya. Arkhipkin Alex Shonenkov M. Potanin ... Mikhail Martynov Anton Voronov Vera Davydova E. Tutubalina Aleksandr Petiushko 33 0 0 22 Nov 2021
Unraveling the Hidden Environmental Impacts of AI Solutions for Environment Anne-Laure Ligozat J. Lefèvre Aurélie Bugeau Jacques Combaz 24 94 0 22 Oct 2021
Compute and Energy Consumption Trends in Deep Learning Inference Radosvet Desislavov Fernando Martínez-Plumed José Hernández-Orallo 35 113 0 12 Sep 2021
DocFormer: End-to-End Transformer for Document Understanding Srikar Appalaraju Bhavan A. Jasani Bhargava Urala Kota Yusheng Xie R. Manmatha ViT 32 270 0 22 Jun 2021
How Robust are Model Rankings: A Leaderboard Customization Approach for Equitable Evaluation Swaroop Mishra Anjana Arunkumar 26 24 0 10 Jun 2021
The Care Label Concept: A Certification Suite for Trustworthy and Resource-Aware Machine Learning K. Morik Helena Kotthaus Lukas Heppe Danny Heinrich Raphael Fischer Andrea Pauly Nico Piatkowski 23 4 0 01 Jun 2021
MOROCCO: Model Resource Comparison Framework Valentin Malykh Alexander Kukushkin Ekaterina Artemova Vladislav Mikhailov Maria Tikhonova Tatiana Shavrina 19 0 0 29 Apr 2021
EnergyVis: Interactively Tracking and Exploring Energy Consumption for ML Models Omar Shaikh Jon Saad-Falcon Austin P. Wright Nilaksh Das Scott Freitas O. Asensio Duen Horng Chau 27 18 0 30 Mar 2021
Efficient Explanations from Empirical Explainers Robert Schwarzenberg Nils Feldhus Sebastian Möller FAtt 32 9 0 29 Mar 2021
Can Federated Learning Save The Planet? Xinchi Qiu Titouan Parcollet Daniel J. Beutel Taner Topal Akhil Mathur Nicholas D. Lane 23 78 0 13 Oct 2020