Quantifying the Carbon Emissions of Machine Learning

21 October 2019

Papers citing "Quantifying the Carbon Emissions of Machine Learning"

50 / 133 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
The ML.ENERGY Benchmark: Toward Automated Inference Energy Measurement and Optimization Jae-Won Chung Jiachen Liu Jeff J. Ma Ruofan Wu Oh Jun Kweon Yuxuan Xia Zhiyu Wu Mosharaf Chowdhury 31 0 0 09 May 2025
Personalisation or Prejudice? Addressing Geographic Bias in Hate Speech Detection using Debias Tuning in Large Language Models Paloma Piot Patricia Martín-Rodilla Javier Parapar 50 0 0 04 May 2025
Efficient LLMs with AMP: Attention Heads and MLP Pruning Leandro Giusti Mugnaini Bruno Yamamoto Lucas Lauton de Alcantara Victor Zacarias Edson Bollis Lucas Pellicer A. H. R. Costa Artur Jordao 47 0 0 29 Apr 2025
To MT or not to MT: An eye-tracking study on the reception by Dutch readers of different translation and creativity levels Kyo Gerrits Ana Guerberof Arenas 34 0 0 28 Apr 2025
POET: Prompt Offset Tuning for Continual Human Action Adaptation Prachi Garg Joseph K J V. Balasubramanian Necati Cihan Camgöz Chengde Wan Kenrick Kin Weiguang Si Shugao Ma Fernando de la Torre 69 0 0 25 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 172 4 0 15 Apr 2025
Pretraining Language Models for Diachronic Linguistic Change Discovery Elisabeth Fittschen Sabrina Li Tom Lippincott Leshem Choshen Craig Messner 31 0 0 07 Apr 2025
Steering off Course: Reliability Challenges in Steering Language Models Patrick Queiroz Da Silva Hari Sethuraman Dheeraj Rajagopal Hannaneh Hajishirzi Sachin Kumar LLMSV 37 1 0 06 Apr 2025
Green Prompting Marta Adamska Daria Smirnova Hamid Nasiri Zhengxin Yu Peter Garraghan 211 0 0 09 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
Green AI: Which Programming Language Consumes the Most? Niccolò Marini Leonardo Pampaloni Filippo Di Martino Roberto Verdecchia Enrico Vicario 37 0 0 28 Jan 2025
Enhancing Monocular Depth Estimation with Multi-Source Auxiliary Tasks Alessio Quercia Erenus Yildiz Zhuo Cao Kai Krajsek Abigail Morrison Ira Assent Hanno Scharr 56 0 0 22 Jan 2025
Hyperparameter Importance Analysis for Multi-Objective AutoML Daphne Theodorakopoulos Frederic Stahl Marius Lindauer 87 3 0 03 Jan 2025
Investigating Length Issues in Document-level Machine Translation Ziqian Peng Rachel Bawden François Yvon 69 1 0 23 Dec 2024
Towards Efficient and Explainable Hate Speech Detection via Model Distillation Paloma Piot Javier Parapar 86 173 0 18 Dec 2024
SOI: Scaling Down Computational Complexity by Estimating Partial States of the Model Grzegorz Stefański P. Daniluk Artur Szumaczuk Jakub Tkaczuk 31 0 0 04 Oct 2024
ALPEC: A Comprehensive Evaluation Framework and Dataset for Machine Learning-Based Arousal Detection in Clinical Practice Stefan Kraft Andreas Theissler Vera Wienhausen-Wilke Philipp Walter Gjergji Kasneci 33 0 0 20 Sep 2024
Leveraging Open-Source Large Language Models for Native Language Identification Yee Man Ng Ilia Markov 35 1 0 15 Sep 2024
Energy Consumption Trends in Sound Event Detection Systems Constance Douwes Romain Serizel 43 1 0 13 Sep 2024
Whitening Consistently Improves Self-Supervised Learning András Kalapos Bálint Gyires-Tóth SSL 47 0 0 14 Aug 2024
CNN-JEPA: Self-Supervised Pretraining Convolutional Neural Networks Using Joint Embedding Predictive Architecture András Kalapos Bálint Gyires-Tóth 40 2 0 14 Aug 2024
Generating Sample-Based Musical Instruments Using Neural Audio Codec Language Models S. Nercessian Johannes Imort Ninon Devis Frederik Blang 38 1 0 22 Jul 2024
ExPLoRA: Parameter-Efficient Extended Pre-Training to Adapt Vision Transformers under Domain Shifts Samar Khanna Medhanie Irgau David B. Lobell Stefano Ermon VLM 32 4 0 16 Jun 2024
Leakage-Resilient and Carbon-Neutral Aggregation Featuring the Federated AI-enabled Critical Infrastructure Zehang Deng Ruoxi Sun Minhui Xue Sheng Wen S. Çamtepe Surya Nepal Yang Xiang 45 1 0 24 May 2024
WisPerMed at "Discharge Me!": Advancing Text Generation in Healthcare with Large Language Models, Dynamic Expert Selection, and Priming Techniques on MIMIC-IV Hendrik Damm T. M. G. Pakull Bahadir Eryilmaz Helmut Becker Ahmad Idrissi-Yaghir Henning Schafer Sergej Schultenkämper Christoph M. Friedrich 28 3 0 18 May 2024
Green AI: Exploring Carbon Footprints, Mitigation Strategies, and Trade Offs in Large Language Model Training Vivian Liu Yiqiao Yin 40 11 0 01 Apr 2024
RealKIE: Five Novel Datasets for Enterprise Key Information Extraction Benjamin Townsend Madison May Christopher Wells SyDa 37 0 0 29 Mar 2024
IoTCO2: Assessing the End-To-End Carbon Footprint of Internet-of-Things-Enabled Deep Learning Ahmad Faiz S. Attari Gayle Buck Fan Chen Lei Jiang 33 0 0 16 Mar 2024
Design of an Open-Source Architecture for Neural Machine Translation Séamus Lankford Haithem Afli Andy Way 41 0 0 06 Mar 2024
Human Evaluation of English--Irish Transformer-Based NMT Séamus Lankford Haithem Afli Andy Way 42 10 0 04 Mar 2024
Watermarking Makes Language Models Radioactive Tom Sander Pierre Fernandez Alain Durmus Matthijs Douze Teddy Furon WaLM 41 11 0 22 Feb 2024
Green AI: A Preliminary Empirical Study on Energy Consumption in DL Models Across Different Runtime Infrastructures Negar Alizadeh Fernando Castor 49 11 0 21 Feb 2024
Leak, Cheat, Repeat: Data Contamination and Evaluation Malpractices in Closed-Source LLMs Simone Balloccu Patrícia Schmidtová Mateusz Lango Ondrej Dusek SILM ELM PILM 28 158 0 06 Feb 2024
TeenyTinyLlama: open-source tiny language models trained in Brazilian Portuguese N. Corrêa Sophia Falk Shiza Fatimah Aniket Sen N. D. Oliveira 30 9 0 30 Jan 2024
B-Cos Aligned Transformers Learn Human-Interpretable Features Manuel Tran Amal Lahiani Yashin Dicente Cid Melanie Boxberg Peter Lienemann C. Matek S. J. Wagner Fabian J. Theis Eldad Klaiman Tingying Peng MedIm ViT 21 2 0 16 Jan 2024
Power Hungry Processing: Watts Driving the Cost of AI Deployment? Sasha Luccioni Yacine Jernite Emma Strubell 44 161 0 28 Nov 2023
DP-SGD with weight clipping Antoine Barczewski Jan Ramon 11 1 0 27 Oct 2023
From Molecules to Materials: Pre-training Large Generalizable Models for Atomic Property Prediction Nima Shoghi Adeesh Kolluru John R. Kitchin Zachary W. Ulissi C. L. Zitnick Brandon M. Wood AI4CE 29 32 0 25 Oct 2023
Explainable Depression Symptom Detection in Social Media Eliseo Bao Souto Anxo Perez Javier Parapar 32 5 0 20 Oct 2023
IDTraffickers: An Authorship Attribution Dataset to link and connect Potential Human-Trafficking Operations on Text Escort Advertisements V. Saxena Benjamin Bashpole Gijs Van Dijck Gerasimos Spanakis 48 2 0 09 Oct 2023
Training a Large Video Model on a Single Machine in a Day Yue Zhao Philipp Krahenbuhl VLM 34 15 0 28 Sep 2023
Learning the Efficient Frontier Philippe Chatigny Ivan Sergienko Ryan Ferguson Jordan Weir Maxime Bergeron 19 1 0 27 Sep 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
Efficient Sentiment Analysis: A Resource-Aware Evaluation of Feature Extraction Techniques, Ensembling, and Deep Learning Models M. Kamruzzaman Gene Louis Kim 26 1 0 03 Aug 2023
Prot2Text: Multimodal Protein's Function Generation with GNNs and Transformers Hadi Abdine Michail Chatzianastasis Costas Bouyioukos Michalis Vazirgiannis 30 40 0 25 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
DoReMi: Optimizing Data Mixtures Speeds Up Language Model Pretraining Sang Michael Xie Hieu H. Pham Xuanyi Dong Nan Du Hanxiao Liu Yifeng Lu Percy Liang Quoc V. Le Tengyu Ma Adams Wei Yu MoMe MoE 56 178 0 17 May 2023
VendorLink: An NLP approach for Identifying & Linking Vendor Migrants & Potential Aliases on Darknet Markets V. Saxena Nils Rethmeier Gijs Van Dijck Gerasimos Spanakis 26 6 0 04 May 2023