Power Hungry Processing: Watts Driving the Cost of AI Deployment?

28 November 2023

Papers citing "Power Hungry Processing: Watts Driving the Cost of AI Deployment?"

50 / 59 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 18 0 0 12 May 2025
Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Riccardo Passoni Francesca Ronchini Luca Comanducci Romain Serizel Fabio Antonacci DiffM 23 0 0 12 May 2025
Energy Considerations of Large Language Model Inference and Efficiency Optimizations Jared Fernandez Clara Na Vashisth Tiwari Yonatan Bisk Sasha Luccioni Emma Strubell 27 0 0 24 Apr 2025
Generative AI for Research Data Processing: Lessons Learnt From Three Use Cases Modhurita Mitra Martine G. de Vos Nicola Cortinovis Dawa Ometto 22 0 0 22 Apr 2025
Toward Holistic Evaluation of Recommender Systems Powered by Generative Models Yashar Deldjoo Nikhil Mehta M. Sathiamoorthy Shuai Zhang Pablo Castells Julian McAuley EGVM ELM 64 1 0 09 Apr 2025
A Survey of Scaling in Large Language Model Reasoning Zihan Chen Song Wang Zhen Tan Xingbo Fu Zhenyu Lei Peng Wang Huan Liu Cong Shen Jundong Li LRM 84 0 0 02 Apr 2025
The HCI GenAI CO2ST Calculator: A Tool for Calculating the Carbon Footprint of Generative AI Use in Human-Computer Interaction Research Nanna Inie Jeanette Falk Raghavendra Selvan 44 0 0 01 Apr 2025
Harnessing uncertainty when learning through Equilibrium Propagation in neural networks Jonathan Peters Philippe Talatchian 37 0 0 28 Mar 2025
Green Prompting Marta Adamska Daria Smirnova Hamid Nasiri Zhengxin Yu Peter Garraghan 73 0 0 09 Mar 2025
Holistically Evaluating the Environmental Impact of Creating Language Models Jacob Morrison Clara Na Jared Fernandez Tim Dettmers Emma Strubell Jesse Dodge ELM 40 2 0 03 Mar 2025
Compressing Language Models for Specialized Domains Miles Williams G. Chrysostomou Vitor Jeronymo Nikolaos Aletras MQ 39 0 0 25 Feb 2025
Beyond Release: Access Considerations for Generative AI Systems Irene Solaiman Rishi Bommasani Dan Hendrycks Ariel Herbert-Voss Yacine Jernite Aviya Skowron Andrew Trask 58 1 0 23 Feb 2025
OscNet: Machine Learning on CMOS Oscillator Networks Wenxiao Cai Thomas H. Lee 53 0 0 11 Feb 2025
Recent Advances, Applications and Open Challenges in Machine Learning for Health: Reflections from Research Roundtables at ML4H 2024 Symposium A. Adibi Xu Cao Zongliang Ji Jivat Neet Kaur Winston Chen ... Mohsen Sadatsafavi Dennis L. Shung Shannon McWeeney Jessica Dafflon Sarah Jabbour OOD VLM AI4TS 55 0 0 10 Feb 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 54 0 0 08 Feb 2025
OverThink: Slowdown Attacks on Reasoning LLMs A. Kumar Jaechul Roh A. Naseh Marzena Karpinska Mohit Iyyer Amir Houmansadr Eugene Bagdasarian LRM 57 12 0 04 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 32 1 0 28 Jan 2025
Understanding the LLM-ification of CHI: Unpacking the Impact of LLMs at CHI through a Systematic Literature Review Rock Yuren Pang Hope Schroeder Kynnedy Simone Smith Solon Barocas Ziang Xiao Emily Tseng Danielle Bragg 73 3 0 22 Jan 2025
Bridging the Communication Gap: Evaluating AI Labeling Practices for Trustworthy AI Development Raphael Fischer Magdalena Wischnewski Alexander van der Staay Katharina Poitz Christian Janiesch Thomas Liebig 40 0 0 21 Jan 2025
Training Hybrid Neural Networks with Multimode Optical Nonlinearities Using Digital Twins Ilker Oguz Louis J. E. Suter J. Hsieh Mustafa Yildirim Niyazi Ulaş Dinç Christophe Moser D. Psaltis 48 2 0 14 Jan 2025
The "Huh?" Button: Improving Understanding in Educational Videos with Large Language Models Boris Ruf Marcin Detyniecki 73 0 0 15 Dec 2024
GR-NLP-TOOLKIT: An Open-Source NLP Toolkit for Modern Greek Lefteris Loukas Nikolaos Smyrnioudis Chrysa Dikonomaki Spyros Barbakos Anastasios Toumazatos ... Manolis Kyriakakis Mary Georgiou Stavros Vassos John Pavlopoulos Ion Androutsopoulos AILaw 70 0 0 11 Dec 2024
Hardware Scaling Trends and Diminishing Returns in Large-Scale Distributed Training Jared Fernandez Luca Wehrstedt Leonid Shamis Mostafa Elhoushi Kalyan Saladi Yonatan Bisk Emma Strubell Jacob Kahn 94 3 0 20 Nov 2024
Dynamic layer selection in decoder-only transformers Theodore Glavas Joud Chataoui Florence Regol Wassim Jabbour Antonios Valkanas Boris N. Oreshkin Mark J. Coates AI4CE 24 0 0 26 Oct 2024
Exploring Curriculum Learning for Vision-Language Tasks: A Study on Small-Scale Multimodal Training Rohan Saha Abrar Fahim Alona Fyshe Alex Murphy 18 0 0 20 Oct 2024
Ethics Whitepaper: Whitepaper on Ethical Research into Large Language Models Eddie L. Ungless Nikolas Vitsakis Zeerak Talat James Garforth Bjorn Ross Arno Onken Atoosa Kasirzadeh Alexandra Birch 25 1 0 17 Oct 2024
Sound Check: Auditing Audio Datasets William Agnew Julia Barnett Annie Chu Rachel Hong Michael Feffer Robin Netzorg Harry H. Jiang Ezra Awumey Sauvik Das 31 1 0 17 Oct 2024
Cross-Modal Few-Shot Learning: a Generative Transfer Learning Framework Zhengwei Yang Yuke Li Qiang Sun Basura Fernando Heng-Chiao Huang Zheng Wang 21 1 0 14 Oct 2024
AI, Climate, and Regulation: From Data Centers to the AI Act Kai Ebert Nicolas Alder Ralf Herbrich Philipp Hacker AI4CE 19 0 0 09 Oct 2024
LLMCO2: Advancing Accurate Carbon Footprint Prediction for LLM Inferences Zhenxiao Fu Fan Chen Shan Zhou Haitong Li Lei Jiang 19 4 0 03 Oct 2024
Shaking Up VLMs: Comparing Transformers and Structured State Space Models for Vision & Language Modeling Georgios Pantazopoulos Malvina Nikandrou Alessandro Suglia Oliver Lemon Arash Eshghi Mamba 33 1 0 09 Sep 2024
The MERIT Dataset: Modelling and Efficiently Rendering Interpretable Transcripts I. de Rodrigo A. Sanchez-Cuadrado J. Boal A. J. Lopez-Lopez VLM 16 1 0 31 Aug 2024
AI, Climate, and Transparency: Operationalizing and Improving the AI Act Nicolas Alder Kai Ebert Ralf Herbrich Philipp Hacker AI4CE 19 1 0 28 Aug 2024
Mask in the Mirror: Implicit Sparsification Tom Jacobs R. Burkholz 37 3 0 19 Aug 2024
Need of AI in Modern Education: in the Eyes of Explainable AI (xAI) Supriya Manna Dionis Barcari 29 3 0 31 Jul 2024
A Sensitivity Analysis of Cellular Automata and Heterogeneous Topology Networks: Partially-Local Cellular Automata and Homogeneous Homogeneous Random Boolean Networks T. Glover Ruben Jahren Francesco Martinuzzi Pedro G. Lind Stefano Nichele 24 0 0 25 Jul 2024
Optical Diffusion Models for Image Generation Ilker Oguz Niyazi Ulaş Dinç Mustafa Yildirim Junjie Ke Innfarn Yoo Qifei Wang Feng Yang Christophe Moser D. Psaltis 21 0 0 15 Jul 2024
The Impact of Quantization and Pruning on Deep Reinforcement Learning Models Heng Lu Mehdi Alemi Reza Rawassizadeh 19 1 0 05 Jul 2024
The Price of Prompting: Profiling Energy Use in Large Language Models Inference E. J. Husom Arda Goknil Lwin Khin Shar Sagar Sen 20 5 0 04 Jul 2024
Diffusion Models and Representation Learning: A Survey Michael Fuest Pingchuan Ma Ming Gui Johannes S. Fischer Vincent Tao Hu Bjorn Ommer DiffM 24 19 0 30 Jun 2024
Innovating for Tomorrow: The Convergence of SE and Green AI Luís Cruz Xavier Franch Gutierrez Silverio Martínez-Fernández 18 4 0 26 Jun 2024
Scaling Synthetic Logical Reasoning Datasets with Context-Sensitive Declarative Grammars Damien Sileo LRM ReLM 18 0 0 16 Jun 2024
Multistep Distillation of Diffusion Models via Moment Matching Tim Salimans Thomas Mensink Jonathan Heek Emiel Hoogeboom DiffM 38 24 0 06 Jun 2024
Cyclic Sparse Training: Is it Enough? Advait Gadhikar Sree Harsha Nelaturu R. Burkholz CLL 22 0 0 04 Jun 2024
Position: An Inner Interpretability Framework for AI Inspired by Lessons from Cognitive Neuroscience Martina G. Vilas Federico Adolfi David Poeppel Gemma Roig 33 5 0 03 Jun 2024
Participation in the age of foundation models Harini Suresh Emily Tseng Meg Young Mary L. Gray Emma Pierson Karen Levy 22 19 0 29 May 2024
Efficient Deep Learning with Decorrelated Backpropagation Sander Dalm Joshua Offergeld Nasir Ahmad Marcel van Gerven 41 4 0 03 May 2024
Can LLMs substitute SQL? Comparing Resource Utilization of Querying LLMs versus Traditional Relational Databases Xiang Zhang Khatoon Khedri Reza Rawassizadeh 24 2 0 12 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley A. Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 26 40 0 31 Mar 2024
Balanced Data Placement for GEMV Acceleration with Processing-In-Memory M. Ibrahim Mahzabeen Islam Shaizeen Aga 16 2 0 29 Mar 2024