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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
WeedCLR: Weed Contrastive Learning through Visual Representations with Class-Optimized Loss in Long-Tailed Datasets Alzayat Saleh A. Olsen Jake Wood B. Philippa M. R. Azghadi 194 1 0 19 Oct 2023
A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine TranslationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Giuseppe Attanasio Flor Miriam Plaza del Arco Debora Nozza Anne Lauscher 207 26 0 18 Oct 2023
A Carbon Tracking Model for Federated Learning: Impact of Quantization and SparsificationIEEE International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (MDCLN), 2023 Luca Barbieri S. Savazzi Sanaz Kianoush M. Nicoli Luigi Serio 174 7 0 12 Oct 2023
Pit One Against Many: Leveraging Attention-head Embeddings for Parameter-efficient Multi-head AttentionConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Huiyin Xue Nikolaos Aletras 277 1 0 11 Oct 2023
Watt For What: Rethinking Deep Learning's Energy-Performance Relationship Shreyank N. Gowda Xinyue Hao Gen Li Laura Sevilla-Lara Shashank Narayana Gowda HAI 153 17 0 10 Oct 2023
Rethinking Model Selection and Decoding for Keyphrase Generation with Pre-trained Sequence-to-Sequence ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Di Wu Wasi Uddin Ahmad Kai-Wei Chang 183 11 0 10 Oct 2023
Climate-sensitive Urban Planning through Optimization of Tree Placements Simon Schrodi Ferdinand Briegel Max Argus Andreas Christen Thomas Brox AI4CE 186 1 0 09 Oct 2023
IDTraffickers: An Authorship Attribution Dataset to link and connect Potential Human-Trafficking Operations on Text Escort AdvertisementsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 V. Saxena Benjamin Bashpole Gijs Van Dijck Gerasimos Spanakis 233 5 0 09 Oct 2023
Training a Large Video Model on a Single Machine in a Day Yue Zhao Philipp Krahenbuhl VLM 221 22 0 28 Sep 2023
Learning the Efficient FrontierNeural Information Processing Systems (NeurIPS), 2023 Philippe Chatigny Ivan Sergienko Ryan Ferguson Jordan Weir Maxime Bergeron 122 1 0 27 Sep 2023
LLMCarbon: Modeling the end-to-end Carbon Footprint of Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023 Ahmad Faiz S. Kaneda Ruhan Wang Rita Osi Parteek Sharma Fan Chen Lei Jiang 256 104 0 25 Sep 2023
S3TC: Spiking Separated Spatial and Temporal Convolutions with Unsupervised STDP-based Learning for Action RecognitionInternational Conference on Pattern Recognition (ICPR), 2023 Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 160 2 0 22 Sep 2023
Explaining Speech Classification Models via Word-Level Audio Segments and Paralinguistic FeaturesConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Eliana Pastor Alkis Koudounas Giuseppe Attanasio Dirk Hovy Elena Baralis 229 10 0 14 Sep 2023
EarthPT: a time series foundation model for Earth Observation Michael J. Smith Luke Fleming James E. Geach AI4TS 201 12 0 13 Sep 2023
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AICommunications of the ACM (CACM), 2023 Dustin Wright Christian Igel Gabrielle Samuel Raghavendra Selvan 373 22 0 05 Sep 2023
Studying the impacts of pre-training using ChatGPT-generated text on downstream tasks Sarthak Anand 129 0 0 02 Sep 2023
Energy Concerns with HPC Systems and Applications Roblex Nana C. Tadonki Petr Dokladal Youssef Mesri 147 0 0 31 Aug 2023
Training BERT Models to Carry Over a Coding System Developed on One Corpus to AnotherInternational Conference on Language Resources and Evaluation (LREC), 2023 Dalma Galambos Pál Zsámboki 91 0 0 07 Aug 2023
Efficient Sentiment Analysis: A Resource-Aware Evaluation of Feature Extraction Techniques, Ensembling, and Deep Learning ModelsInternational Workshop on Natural Language Processing for Social Media (SocialNLP), 2023 M. Kamruzzaman Gene Louis Kim 103 7 0 03 Aug 2023
ALE: A Simulation-Based Active Learning Evaluation Framework for the Parameter-Driven Comparison of Query Strategies for NLP Philipp Kohl Nils Freyer Yoka Krämer H. Werth Steffen Wolf Bodo Kraft Matthias Meinecke Albert Zündorf 197 1 0 01 Aug 2023
Prot2Text: Multimodal Protein's Function Generation with GNNs and TransformersAAAI Conference on Artificial Intelligence (AAAI), 2023 Hadi Abdine Michail Chatzianastasis Costas Bouyioukos Michalis Vazirgiannis 204 50 0 25 Jul 2023
GUIDO: A Hybrid Approach to Guideline Discovery & Ordering from Natural Language TextsInternational Conference on Data Technologies and Applications (DATA), 2023 Nils Freyer Dustin Thewes Matthias Meinecke 58 0 0 19 Jul 2023
Impatient Bandits: Optimizing Recommendations for the Long-Term Without DelayKnowledge Discovery and Data Mining (KDD), 2023 Thomas M. McDonald Lucas Maystre M. Lalmas Daniel Russo K. Ciosek OffRL 192 17 0 19 Jul 2023
Efficiency Pentathlon: A Standardized Arena for Efficiency Evaluation Hao Peng Qingqing Cao Jesse Dodge Matthew E. Peters Jared Fernandez ... Darrell Plessas Iz Beltagy Evan Pete Walsh Noah A. Smith Hannaneh Hajishirzi 142 8 0 19 Jul 2023
Prawn Morphometrics and Weight Estimation from Images using Deep Learning for Landmark LocalizationAquacultural Engineering (AE), 2023 Alzayat Saleh Md. Mehedi Hasan H. Raadsma M. Khatkar D. Jerry M. R. Azghadi 147 12 0 15 Jul 2023
EnergAt: Fine-Grained Energy Attribution for Multi-Tenancy Hongyu Hè Michal Friedman Theodoros Rekatsinas 176 10 0 11 Jul 2023
An Exploratory Literature Study on Sharing and Energy Use of Language Models for Source CodeInternational Symposium on Empirical Software Engineering and Measurement (ESEM), 2023 Max Hort Anastasiia Grishina Leon Moonen 228 8 0 05 Jul 2023
On the Constrained Time-Series Generation ProblemNeural Information Processing Systems (NeurIPS), 2023 Andrea Coletta Sriram Gopalakrishnan Daniel Borrajo Svitlana Vyetrenko DiffM AI4TS 241 59 0 04 Jul 2023
AdAM: Few-Shot Image Generation via Adaptation-Aware Kernel Modulation Yunqing Zhao Keshigeyan Chandrasegaran Abdollahzadeh Milad Chao Du Tianyu Pang Ruoteng Li Henghui Ding Ngai-Man Cheung 359 1 0 04 Jul 2023
Theater Aid System for the Visually Impaired Through Transfer Learning of Spatio-Temporal Graph Convolution Networks Leyla Benhamida S. Larabi 146 1 0 28 Jun 2023
CamemBERT-bio: Leveraging Continual Pre-training for Cost-Effective Models on French Biomedical DataInternational Conference on Language Resources and Evaluation (LREC), 2023 Rian Touchent Laurent Romary Eric Villemonte de la Clergerie MedIm 181 7 0 27 Jun 2023
Broadening the perspective for sustainable AI: Comprehensive sustainability criteria and indicators for AI systems Friederike Rohde Josephin Wagner A. Meyer Philipp Reinhard Marcus Voss U. Petschow Anne Mollen 160 5 0 22 Jun 2023
Does mBERT understand Romansh? Evaluating word embeddings using word alignmentSwiss Text Analytics Conference (SwissText), 2023 Eyal Liron Dolev 227 3 0 14 Jun 2023
How to estimate carbon footprint when training deep learning models? A guide and reviewEnvironmental Research Communications (ERC), 2023 Lucía Bouza Aurélie Bugeau Loïc Lannelongue HAI 145 93 0 14 Jun 2023
Evaluating the Social Impact of Generative AI Systems in Systems and Society Irene Solaiman Zeerak Talat William Agnew Lama Ahmad Dylan K. Baker ... Marie-Therese Png Shubham Singh A. Strait Lukas Struppek Arjun Subramonian ELM EGVM 391 144 0 09 Jun 2023
SNAP: Self-Supervised Neural Maps for Visual Positioning and Semantic UnderstandingNeural Information Processing Systems (NeurIPS), 2023 Paul-Edouard Sarlin Eduard Trulls Marc Pollefeys J. Hosang Simon Lynen 3DPC SSL 182 36 0 08 Jun 2023
Advancing Italian Biomedical Information Extraction with Transformers-based Models: Methodological Insights and Multicenter Practical ApplicationJournal of Biomedical Informatics (JBI), 2023 Claudio Crema T. M. Buonocore Silvia Fostinelli Enea Parimbelli F. Verde ... Marco Capelli Alfredo Costa G. Binetti Riccardo Bellazzi A. Redolfi 126 6 0 08 Jun 2023
Multi-Task Training with In-Domain Language Models for Diagnostic ReasoningClinical Natural Language Processing Workshop (ClinicalNLP), 2023 Brihat Sharma Yanjun Gao Timothy A. Miller M. Churpek Majid Afshar Dmitriy Dligach ELM LRM 234 13 0 07 Jun 2023
Art and the science of generative AI: A deeper diveScience (Science), 2023 Ziv Epstein Aaron Hertzmann L. Herman Robert Mahari M. Frank ... Jessica Fjeld Hany Farid Neil Leach Alex Pentland Olga Russakovsky 217 462 0 07 Jun 2023
GEO-Bench: Toward Foundation Models for Earth MonitoringNeural Information Processing Systems (NeurIPS), 2023 Alexandre Lacoste Nils Lehmann Pau Rodríguez López Evan D. Sherwin Hannah Kerner ... David Vazquez Dava Newman Yoshua Bengio Stefano Ermon Xiao Xiang Zhu SSL ALM AI4CE 182 87 0 06 Jun 2023
Wuerstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion Models Pablo Pernias Dominic Rampas Mats L. Richter Christopher Pal Marc Aubreville DiffM VLM 193 49 0 01 Jun 2023
Survey of Trustworthy AI: A Meta Decision of AI Caesar Wu Yuan-Fang Li Pascal Bouvry 255 3 0 01 Jun 2023
Improving Energy Conserving Descent for Machine Learning: Theory and Practice G. Luca Alice Gatti E. Silverstein 130 1 0 01 Jun 2023
Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its DecisionAAAI Conference on Artificial Intelligence (AAAI), 2023 Chase Walker Sumit Kumar Jha Kenny Chen Rickard Ewetz FAtt 149 19 0 31 May 2023
ActiveAED: A Human in the Loop Improves Annotation Error DetectionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Leon Weber Barbara Plank 125 14 0 31 May 2023
Translation-Enhanced Multilingual Text-to-Image GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Yaoyiran Li Ching-Yun Chang Stephen Rawls Ivan Vulić Anna Korhonen 167 12 0 30 May 2023
On Evaluating Adversarial Robustness of Large Vision-Language ModelsNeural Information Processing Systems (NeurIPS), 2023 Yunqing Zhao Tianyu Pang Chao Du Xiao Yang Chongxuan Li Ngai-Man Cheung Min Lin VLM AAML MLLM 374 253 0 26 May 2023
Improving Factuality of Abstractive Summarization without Sacrificing Summary QualityAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Tanay Dixit Fei Wang Muhao Chen HILM 121 11 0 24 May 2023
Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining StudyInternational Symposium on Empirical Software Engineering and Measurement (ESEM), 2023 Joel Castaño Luís Cruz Xavier Franch Justus Bogner CVBM 193 52 0 18 May 2023
Learning Activation Functions for Sparse Neural Networks Mohammad Loni Aditya Mohan Mehdi Asadi Marius Lindauer 169 5 0 18 May 2023