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Quantifying the Carbon Emissions of Machine Learning

21 October 2019

Papers citing "Quantifying the Carbon Emissions of Machine Learning"

50 / 441 papers shown

Title
ML-EcoLyzer: Quantifying the Environmental Cost of Machine Learning Inference Across Frameworks and Hardware Jose Marie Antonio Minoza Rex Gregor Laylo Christian F Villarin Sebastian C. Ibanez 60 0 0 10 Nov 2025
PlantTraitNet: An Uncertainty-Aware Multimodal Framework for Global-Scale Plant Trait Inference from Citizen Science Data Ayushi Sharma Johanna Trost Daniel Lusk Johannes Dollinger Julian Schrader ... Shyam S. Phartyal Lisa-Maricia Schwarz Anja Linstädter Maria Conceição Caldeira T. Kattenborn 60 0 0 10 Nov 2025
Quantifying the Climate Risk of Generative AI: Region-Aware Carbon Accounting with G-TRACE and the AI Sustainability Pyramid Zahida Kausar Seemab Latif Raja Khurrum Shahzad Mehwish Fatima 48 0 0 06 Nov 2025
AI Progress Should Be Measured by Capability-Per-Resource, Not Scale Alone: A Framework for Gradient-Guided Resource Allocation in LLMs David McCoy Yulun Wu Zachary Butzin-Dozier 64 0 0 02 Nov 2025
Toward Carbon-Neutral Human AI: Rethinking Data, Computation, and Learning Paradigms for Sustainable Intelligence KC Santosh Rodrigue Rizk Longwei Wang 84 0 0 27 Oct 2025
Compressing Quaternion Convolutional Neural Networks for Audio Classification Arshdeep Singh Vinayak Abrol Mark D. Plumbley 92 0 0 24 Oct 2025
Enhancing Reasoning Skills in Small Persian Medical Language Models Can Outperform Large-Scale Data Training Mehrdad Ghassabi Sadra Hakim Hamidreza Baradaran Kashani Pedram Rostami ReLM LRM 284 0 0 22 Oct 2025
RAISE: A Unified Framework for Responsible AI Scoring and Evaluation Loc Phuc Truong Nguyen Hung Thanh Do ELM 110 0 0 21 Oct 2025
Frugal Federated Learning for Violence Detection: A Comparison of LoRA-Tuned VLMs and Personalized CNNs Sébastien Thuau Siba Haidar Ayush Bajracharya Rachid Chelouah 52 0 0 20 Oct 2025
Valid Survey Simulations with Limited Human Data: The Roles of Prompting, Fine-Tuning, and Rectification Stefan Krsteski Giuseppe Russo Serina Chang Robert West Kristina Gligorić SyDa 150 4 0 13 Oct 2025
Reconquering Bell sampling on qudits: stabilizer learning and testing, quantum pseudorandomness bounds, and more J. Allcock Joao F. Doriguello Gábor Ivanyos M. Santha 163 0 0 08 Oct 2025
HalluGuard: Evidence-Grounded Small Reasoning Models to Mitigate Hallucinations in Retrieval-Augmented Generation Loris Bergeron Ioana Buhnila Jérôme François Radu State HILM LRM 96 0 0 01 Oct 2025
Alignment-Aware Decoding Frédéric Berdoz Luca A. Lanzendörfer René Caky Roger Wattenhofer 92 0 0 30 Sep 2025
Adapting SAM with Dynamic Similarity Graphs for Few-Shot Parameter-Efficient Small Dense Object Detection: A Case Study of Chickpea Pods in Field Conditions Xintong Jiang Yixue Liu Mohamed Debbagh Yu Tian Valerio Hoyos-Villegas Viacheslav Adamchuk Shangpeng Sun 92 0 0 30 Sep 2025
Towards Understanding Subliminal Learning: When and How Hidden Biases Transfer Simon Schrodi Elias Kempf Fazl Barez Thomas Brox FedML 92 0 0 28 Sep 2025
Choosing to Be Green: Advancing Green AI via Dynamic Model Selection Emilio Cruciani Roberto Verdecchia 68 0 0 24 Sep 2025
[Re] Improving Interpretation Faithfulness for Vision Transformers Izabela Kurek Wojciech Trejter Stipe Frkovic Andro Erdelez 80 0 0 18 Sep 2025
Green Recommender Systems: Understanding and Minimizing the Carbon Footprint of AI-Powered PersonalizationACM Transactions on Recommender Systems (TORS), 2025 Lukas Wegmeth Tobias Vente Alan Said Joeran Beel 112 0 0 16 Sep 2025
Benchmarking Energy Efficiency of Large Language Models Using vLLM K. Pronk Q. Zhao 52 0 0 10 Sep 2025
On the Reproducibility of "FairCLIP: Harnessing Fairness in Vision-Language Learning'' Hua Chang Bakker Stan Fris Angela Madelon Bernardy Stan Deutekom VLM 91 0 0 08 Sep 2025
WATCHED: A Web AI Agent Tool for Combating Hate Speech by Expanding Data Paloma Piot Diego Sánchez Javier Parapar 100 0 0 01 Sep 2025
Learning with springs and sticks Luis Mantilla Calderón Alán Aspuru-Guzik 88 0 0 26 Aug 2025
Performance is not All You Need: Sustainability Considerations for Algorithms Xiang Li Chong Zhang Hongpeng Wang Shreyank N. Gowda Y. Li Xiaobo Jin 104 0 0 24 Aug 2025
MetaFed: Advancing Privacy, Performance, and Sustainability in Federated Metaverse Systems Muhammet Anil Yagiz Zeynep Sude Cengiz Polat Goktas 116 0 0 24 Aug 2025
SLM-Bench: A Comprehensive Benchmark of Small Language Models on Environmental Impacts--Extended Version Nghiem Thanh Pham Tung Kieu Duc-Manh Nguyen Son Ha Xuan Nghia Duong-Trung Danh Le-Phuoc 105 1 0 21 Aug 2025
Comparing energy consumption and accuracy in text classification inference Johannes Zschache Tilman Hartwig 104 1 0 19 Aug 2025
Energy Consumption in Parallel Neural Network Training Philipp Huber David Li Juan Pedro Gutiérrez Hermosillo Muriedas Deifilia Kieckhefen Markus Gotz Achim Streit Charlotte Debus 68 0 0 11 Aug 2025
Embedding Is (Almost) All You Need: Retrieval-Augmented Inference for Generalizable Genomic Prediction Tasks Nirjhor Datta Swakkhar Shatabda M. Sohel Rahman 32 0 0 06 Aug 2025
Instruction-Grounded Visual Projectors for Continual Learning of Generative Vision-Language Models Hyundong Jin Hyung Jin Chang Eunwoo Kim VLM 85 0 0 01 Aug 2025
The Carbon Cost of Conversation, Sustainability in the Age of Language Models Sayed Mahbub Hasan Amiri Prasun Goswami Md. Mainul Islam Mohammad Shakhawat Hossen Sayed Majhab Hasan Amiri Naznin Akter SILM SyDa 211 2 0 26 Jul 2025
Knowledge Grafting: A Mechanism for Optimizing AI Model Deployment in Resource-Constrained Environments Osama Almurshed Ashish Kaushal Asmail Muftah Nitin Auluck Omer Rana 164 0 0 25 Jul 2025
White-Basilisk: A Hybrid Model for Code Vulnerability Detection Ioannis Lamprou Alexander Shevtsov Ioannis Arapakis Sotiris Ioannidis 191 0 0 11 Jul 2025
AIMeter: Measuring, Analyzing, and Visualizing Energy and Carbon Footprint of AI Workloads Hongzhen Huang Kunming Zhang Hanlong Liao Kui Wu Guoming Tang 128 0 0 25 Jun 2025
Watermarking Autoregressive Image Generation Nikola Jovanović Ismail Labiad Tomáš Souček Martin Vechev Pierre Fernandez WIGM 332 1 0 19 Jun 2025
One Period to Rule Them All: Identifying Critical Learning Periods in Deep NetworksProcedia Computer Science (PCS), 2025 Vinicius Yuiti Fukase Heitor Gama Bárbara Dias Bueno Lucas Libanio A. H. R. Costa Artur Jordao 171 1 0 19 Jun 2025
Breaking the ICE: Exploring promises and challenges of benchmarks for Inference Carbon & Energy estimation for LLMsInternational Workshop on Green and Sustainable Software (GSS), 2025 Samarth Sikand Rohit Mehra Priyavanshi Pathania Nikhil Bamby Vibhu Saujanya Sharma Vikrant Kaulgud Sanjay Podder Adam P. Burden 79 0 0 10 Jun 2025
Pruning Everything, Everywhere, All at Once Gustavo Henrique do Nascimento Ian Pons A. H. R. Costa Artur Jordao 173 1 0 04 Jun 2025
Structuring Radiology Reports: Challenging LLMs with Lightweight Models Johannes Moll Louisa Fay Asfandyar Azhar Sophie Ostmeier Tim Lueth S. Gatidis Curtis P. Langlotz Jean-Benoit Delbrouck 197 0 0 30 May 2025
Climate-Eval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change Murathan Kurfalı Shorouq Zahra Joakim Nivre Gabriele Messori ELM 135 1 0 24 May 2025
Climate Implications of Diffusion-based Generative Visual AI Systems and their Mass AdoptionInternational Conference on Innovative Computing and Cloud Computing (ICCC), 2025 Vanessa Utz S. DiPaola AI4CE 148 10 0 24 May 2025
Revealing Language Model Trajectories via Kullback-Leibler Divergence Ryo Kishino Yusuke Takase Momose Oyama Hiroaki Yamagiwa Hidetoshi Shimodaira 236 0 0 21 May 2025
Leveraging Online Data to Enhance Medical Knowledge in a Small Persian Language Model Mehrdad Ghassabi Pedram Rostami Hamidreza Baradaran Kashani Amirhossein Poursina Zahra Kazemi Milad Tavakoli LM&MA 529 2 0 21 May 2025
Neural Conditional Transport Maps Carlos Rodriguez-Pardo Leonardo Chiani Emanuele Borgonovo Massimo Tavoni OT 185 0 0 21 May 2025
RAVEN: Query-Guided Representation Alignment for Question Answering over Audio, Video, Embedded Sensors, and Natural Language Subrata Biswas Mohammad Nur Hossain Khan Bashima Islam 322 2 0 21 May 2025
Guidelines for the Quality Assessment of Energy-Aware NAS Benchmarks Nick Kocher Christian Wassermann Leona Hennig Jonas Seng Holger Hoos Kristian Kersting Marius Lindauer Matthias Müller 279 0 0 21 May 2025
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Abderrahman Skiredj Ferdaous Azhari Houdaifa Atou Nouamane Tazi Ismail Berrada LRM 151 1 0 20 May 2025
Net-Zero: A Comparative Study on Neural Network Design for Climate-Economic PDEs Under Uncertainty Carlos Rodriguez-Pardo Louis Daumas Leonardo Chiani Massimo Tavoni 110 0 0 19 May 2025
Beyond Accuracy: EcoL2 Metric for Sustainable Neural PDE Solvers Taniya Kapoor Abhishek Chandra Anastasios Stamou Stephen J Roberts 230 2 0 18 May 2025
How Do Companies Manage the Environmental Sustainability of AI? An Interview Study About Green AI Efforts and RegulationsICT for Sustainability (ICT4S), 2025 Ashmita Sampatsing Sophie Vos Emma Beauxis-Aussalet Justus Bogner 286 1 0 12 May 2025
The ML.ENERGY Benchmark: Toward Automated Inference Energy Measurement and Optimization Jae-Won Chung Jiachen Liu Jeff J. Ma Jiachen Liu Oh Jun Kweon Yuxuan Xia Zhiyu Wu Mosharaf Chowdhury 536 7 0 09 May 2025