Measuring the Carbon Intensity of AI in Cloud Instances

10 June 2022

Jesse Dodge

Taylor Prewitt

Rémi Tachet des Combes

Papers citing "Measuring the Carbon Intensity of AI in Cloud Instances"

28 / 28 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
Unveiling Biases while Embracing Sustainability: Assessing the Dual Challenges of Automatic Speech Recognition Systems Ajinkya Kulkarni Atharva Kulkarni Miguel Couceiro Isabel Trancoso 52 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 64 0 0 08 Feb 2025
The Unbearable Lightness of Prompting: A Critical Reflection on the Environmental Impact of genAI use in Design Education M. Lupetti Elena Cavallin Dave Murray-Rust AI4CE 46 1 0 28 Jan 2025
MBIAS: Mitigating Bias in Large Language Models While Retaining Context Shaina Raza Ananya Raval Veronica Chatrath 48 6 0 18 May 2024
Can LLMs substitute SQL? Comparing Resource Utilization of Querying LLMs versus Traditional Relational Databases Xiang Zhang Khatoon Khedri Reza Rawassizadeh 40 2 0 12 Apr 2024
Materiality and Risk in the Age of Pervasive AI Sensors Matthew P. Stewart Emanuel Moss Pete Warden Brian Plancher Susan Kennedy Mona Sloane Vijay Janapa Reddi 19 2 0 17 Feb 2024
Power Hungry Processing: Watts Driving the Cost of AI Deployment? Sasha Luccioni Yacine Jernite Emma Strubell 44 161 0 28 Nov 2023
AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems Sasu Tarkoma Roberto Morabito Jaakko Sauvola 36 19 0 10 Nov 2023
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
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI Dustin Wright Christian Igel Gabrielle Samuel Raghavendra Selvan 35 15 0 05 Sep 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 120 11,099 0 18 Jul 2023
Vessim: A Testbed for Carbon-Aware Applications and Systems Philipp Wiesner Ilja Behnke Paul Kilian Marvin Steinke O. Kao 36 3 0 16 Jun 2023
The Utility of Large Language Models and Generative AI for Education Research Andrew Katz Umair Shakir B. Chambers AI4CE 27 6 0 29 May 2023
FedZero: Leveraging Renewable Excess Energy in Federated Learning Philipp Wiesner R. Khalili Dennis Grinwald Pratik Agrawal L. Thamsen O. Kao 29 16 0 24 May 2023
Clover: Toward Sustainable AI with Carbon-Aware Machine Learning Inference Service Baolin Li S. Samsi V. Gadepally Devesh Tiwari 28 27 0 19 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
Sustainable Edge Computing: Challenges and Future Directions Patricia Arroba Rajkumar Buyya Román Cárdenas J. L. Risco-Martín Jose M. Moya 24 11 0 10 Apr 2023
Green Federated Learning Ashkan Yousefpour Sheng Guo Ashish Shenoy Sayan Ghosh Pierre Stock Kiwan Maeng Schalk-Willem Kruger Michael G. Rabbat Carole-Jean Wu Ilya Mironov FedML AI4CE 44 10 0 26 Mar 2023
Learning a Consensus Sub-Network with Polarization Regularization and One Pass Training Xiaoying Zhi Varun Babbar P. Sun Fran Silavong Ruibo Shi Sean J. Moran Sean Moran 53 1 0 17 Feb 2023
Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning A. Luccioni Alex Hernandez-Garcia 34 45 0 16 Feb 2023
AdapterSoup: Weight Averaging to Improve Generalization of Pretrained Language Models Alexandra Chronopoulou Matthew E. Peters Alexander Fraser Jesse Dodge MoMe 32 66 0 14 Feb 2023
Back to the Future: On Potential Histories in NLP Zeerak Talat Anne Lauscher AI4TS 30 4 0 12 Oct 2022
Efficient Diffusion Models for Vision: A Survey Anwaar Ulhaq Naveed Akhtar MedIm 34 60 0 07 Oct 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 30 109 0 31 Aug 2022
Towards Climate Awareness in NLP Research Daniel Hershcovich Nicolas Webersinke Mathias Kraus J. Bingler Markus Leippold 35 32 0 10 May 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 215 1,661 0 15 Oct 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