Quantifying the Carbon Emissions of Machine Learning

21 October 2019

Papers citing "Quantifying the Carbon Emissions of Machine Learning"

50 / 145 papers shown

Title
Translation-Enhanced Multilingual Text-to-Image Generation Yaoyiran Li Ching-Yun Chang Stephen Rawls Ivan Vulić Anna Korhonen 29 8 0 30 May 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 24 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 56 180 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
How good are variational autoencoders at transfer learning? Lisa Bonheme M. Grzes OOD DRL 23 2 0 21 Apr 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
ChatGPT Needs SPADE (Sustainability, PrivAcy, Digital divide, and Ethics) Evaluation: A Review Sunder Ali Khowaja P. Khuwaja K. Dev Weizheng Wang Lewis Nkenyereye 29 76 0 13 Apr 2023
Segment Anything A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 110 6,867 0 05 Apr 2023
Accuracy is not the only Metric that matters: Estimating the Energy Consumption of Deep Learning Models Johannes Getzner Bertrand Charpentier Stephan Günnemann 34 5 0 03 Apr 2023
Improving extreme weather events detection with light-weight neural networks Romain Lacombe Hannah Grossman Lucas Hendren D. Lüdeke 23 0 0 31 Mar 2023
The Stable Signature: Rooting Watermarks in Latent Diffusion Models Pierre Fernandez Guillaume Couairon Hervé Jégou Matthijs Douze Teddy Furon WIGM 31 177 0 27 Mar 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 48 10 0 26 Mar 2023
SwissBERT: The Multilingual Language Model for Switzerland Jannis Vamvas Johannes Graen Rico Sennrich 43 6 0 23 Mar 2023
A Recipe for Watermarking Diffusion Models Yunqing Zhao Tianyu Pang Chao Du Xiao Yang Ngai-man Cheung Min Lin WIGM 30 115 0 17 Mar 2023
Improving Deep Policy Gradients with Value Function Search Enrico Marchesini Chris Amato 26 9 0 20 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
HateProof: Are Hateful Meme Detection Systems really Robust? Piush Aggarwal Pranit Chawla Mithun Das Punyajoy Saha Binny Mathew Torsten Zesch Animesh Mukherjee AAML 37 8 0 11 Feb 2023
Towards Geospatial Foundation Models via Continual Pretraining Matías Mendieta Boran Han Xingjian Shi Yi Zhu Chen Chen VLM AI4CE 48 65 0 09 Feb 2023
Data Selection for Language Models via Importance Resampling Sang Michael Xie Shibani Santurkar Tengyu Ma Percy Liang 46 173 0 06 Feb 2023
Self-Compressing Neural Networks Szabolcs Cséfalvay J. Imber 19 2 0 30 Jan 2023
Parameter-Efficient Low-Resource Dialogue State Tracking by Prompt Tuning Mingyu Derek Ma Jiun-Yu Kao Shuyang Gao Arpit Gupta Di Jin Tagyoung Chung Nanyun Peng 31 7 0 26 Jan 2023
Read the Signs: Towards Invariance to Gradient Descent's Hyperparameter Initialization Davood Wadi M. Fredette S. Sénécal ODL AI4CE 11 0 0 24 Jan 2023
Accurate Detection of Paroxysmal Atrial Fibrillation with Certified-GAN and Neural Architecture Search Mehdi Asadi Fatemeh Poursalim Mohammad Loni Masoud Daneshtalab Mikael Sjödin Arash Gharehbaghi 35 7 0 17 Jan 2023
Renormalization in the neural network-quantum field theory correspondence Harold Erbin Vincent Lahoche D. O. Samary 44 7 0 22 Dec 2022
COmic: Convolutional Kernel Networks for Interpretable End-to-End Learning on (Multi-)Omics Data Jonas C. Ditz Bernhard Reuter Nícolas Pfeifer 29 1 0 02 Dec 2022
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 130 2,319 0 09 Nov 2022
Astronomia ex machina: a history, primer, and outlook on neural networks in astronomy Michael J. Smith James E. Geach 37 32 0 07 Nov 2022
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity Dennis Ulmer J. Frellsen Christian Hardmeier 197 22 0 20 Oct 2022
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation Tanay Dixit Bhargavi Paranjape Hannaneh Hajishirzi Luke Zettlemoyer SyDa 146 24 0 10 Oct 2022
Comparing the carbon costs and benefits of low-resource solar nowcasting Ben Dixon Maria Perez-Ortiz J. Bieker 17 0 0 10 Oct 2022
Active Image Indexing Pierre Fernandez Matthijs Douze Hervé Jégou Teddy Furon VLM 23 9 0 05 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 275 1,077 0 05 Oct 2022
polyBERT: A chemical language model to enable fully machine-driven ultrafast polymer informatics Christopher Kuenneth R. Ramprasad 39 101 0 29 Sep 2022
Environmental and Social Sustainability of Creative-Ai A. Holzapfel Petra Jääskeläinen Anna-Kaisa Kaila 21 5 0 26 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 35 109 0 31 Aug 2022
A Diffusion Model Predicts 3D Shapes from 2D Microscopy Images Dominik Jens Elias Waibel Ernst Rooell Bastian Alexander Rieck Raja Giryes Carsten Marr DiffM MedIm 35 40 0 30 Aug 2022
Attention-based Interpretable Regression of Gene Expression in Histology Mara Graziani Niccolo Marini Nicolas Deutschmann Nikita Janakarajan Henning Muller María Rodríguez Martínez MedIm 46 5 0 29 Aug 2022
AI for Global Climate Cooperation: Modeling Global Climate Negotiations, Agreements, and Long-Term Cooperation in RICE-N Tianyu Zhang Andrew Robert Williams Soham R. Phade Sunil Srinivasa Yang Zhang Prateek Gupta Yoshua Bengio Stephan Zheng AI4CE 27 21 0 15 Aug 2022
Maintaining Performance with Less Data Dominic Sanderson Tatiana Kalgonova 38 1 0 03 Aug 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 22 252 0 17 Jul 2022
The "Collections as ML Data" Checklist for Machine Learning & Cultural Heritage Benjamin Charles Germain Lee VLM 16 7 0 06 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 138 97 0 01 Jul 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 34 218 0 03 Jun 2022
How do Variational Autoencoders Learn? Insights from Representational Similarity Lisa Bonheme M. Grzes CoGe SSL DRL 37 10 0 17 May 2022
MulT: An End-to-End Multitask Learning Transformer Deblina Bhattacharjee Tong Zhang Sabine Süsstrunk Mathieu Salzmann ViT 47 63 0 17 May 2022
Towards Climate Awareness in NLP Research Daniel Hershcovich Nicolas Webersinke Mathias Kraus J. Bingler Markus Leippold 35 32 0 10 May 2022
GPT-NeoX-20B: An Open-Source Autoregressive Language Model Sid Black Stella Biderman Eric Hallahan Quentin G. Anthony Leo Gao ... Shivanshu Purohit Laria Reynolds J. Tow Benqi Wang Samuel Weinbach 102 803 0 14 Apr 2022
A high-resolution canopy height model of the Earth Nico Lang W. Jetz Konrad Schindler Jan Dirk Wegner 32 261 0 13 Apr 2022
Contrastive language and vision learning of general fashion concepts P. Chia Giuseppe Attanasio Federico Bianchi Silvia Terragni A. Magalhães Diogo Gonçalves C. Greco Jacopo Tagliabue CLIP 23 42 0 08 Apr 2022
Data-Centric Green AI: An Exploratory Empirical Study Roberto Verdecchia Luís Cruz June Sallou Michelle Lin James Wickenden Estelle Hotellier 30 41 0 06 Apr 2022