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
One Search Fits All: Pareto-Optimal Eco-Friendly Model Selection Filippo Betello Antonio Purificato Vittoria Vineis Gabriele Tolomei Fabrizio Silvestri 36 0 0 02 May 2025
CarbonCall: Sustainability-Aware Function Calling for Large Language Models on Edge Devices Varatheepan Paramanayakam Andreas Karatzas Iraklis Anagnostopoulos Dimitrios Stamoulis 34 0 0 29 Apr 2025
Green Prompting Marta Adamska Daria Smirnova Hamid Nasiri Zhengxin Yu Peter Garraghan 148 0 0 09 Mar 2025
Generative Artificial Intelligence: Evolving Technology, Growing Societal Impact, and Opportunities for Information Systems Research Veda C. Storey Wei Thoo Yue J. Leon Zhao Roman Lukyanenko 43 0 0 25 Feb 2025
Life-Cycle Emissions of AI Hardware: A Cradle-To-Grave Approach and Generational Trends Ian Schneider Hui Xu Stephan Benecke David Patterson Keguo Huang Parthasarathy Ranganathan Cooper Elsworth 67 2 0 01 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 44 1 0 28 Jan 2025
Constrained Hybrid Metaheuristic Algorithm for Probabilistic Neural Networks Learning Piotr A. Kowalski Szymon Kucharczyk Jacek Mańdziuk 26 0 0 28 Jan 2025
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 195 3 0 20 Nov 2024
Self-calibration for Language Model Quantization and Pruning Miles Williams G. Chrysostomou Nikolaos Aletras MQ 133 0 0 22 Oct 2024
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI Arya Tschand Arun Tejusve Raghunath Rajan S. Idgunji Anirban Ghosh J. Holleman ... Rowan Taubitz Sean Zhan Scott Wasson David Kanter Vijay Janapa Reddi 62 3 0 15 Oct 2024
Characterizing and Efficiently Accelerating Multimodal Generation Model Inference Yejin Lee Anna Y. Sun Basil Hosmer Bilge Acun Can Balioglu ... Ram Pasunuru Scott Yih Sravya Popuri Xing Liu Carole-Jean Wu 52 2 0 30 Sep 2024
Mask in the Mirror: Implicit Sparsification Tom Jacobs R. Burkholz 45 3 0 19 Aug 2024
CADC: Encoding User-Item Interactions for Compressing Recommendation Model Training Data Hossein Entezari Zarch Abdulla Alshabanah Chaoyi Jiang Murali Annavaram 23 1 0 11 Jul 2024
Implementation of Big AI Models for Wireless Networks with Collaborative Edge Computing Liekang Zeng Shengyuan Ye Xu Chen Yang Yang 19 11 0 27 Apr 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
DeepEn2023: Energy Datasets for Edge Artificial Intelligence Xiaolong Tu Anik Mallik Haoxin Wang Jiang Xie 25 1 0 30 Nov 2023
Power Hungry Processing: Watts Driving the Cost of AI Deployment? Sasha Luccioni Yacine Jernite Emma Strubell 42 162 0 28 Nov 2023
Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing Jens Egholm Pedersen Steven Abreu Matthias Jobst Gregor Lenz Vittorio Fra ... Gianvito Urgese Sadasivan Shankar Terrence C. Stewart Jason Eshraghian Sadique Sheik 27 30 0 24 Nov 2023
AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems Sasu Tarkoma Roberto Morabito Jaakko Sauvola 23 19 0 10 Nov 2023
FTFT: Efficient and Robust Fine-Tuning by Transferring Training Dynamics Yupei Du Albert Gatt Dong Nguyen 24 1 0 10 Oct 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 28 56 0 25 Sep 2023
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI Dustin Wright Christian Igel Gabrielle Samuel Raghavendra Selvan 29 15 0 05 Sep 2023
Maestro: Uncovering Low-Rank Structures via Trainable Decomposition Samuel Horváth Stefanos Laskaridis Shashank Rajput Hongyi Wang BDL 32 4 0 28 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 93 11,004 0 18 Jul 2023
Vessim: A Testbed for Carbon-Aware Applications and Systems Philipp Wiesner Ilja Behnke Paul Kilian Marvin Steinke O. Kao 31 3 0 16 Jun 2023
FedZero: Leveraging Renewable Excess Energy in Federated Learning Philipp Wiesner R. Khalili Dennis Grinwald Pratik Agrawal L. Thamsen O. Kao 24 14 0 24 May 2023
Clover: Toward Sustainable AI with Carbon-Aware Machine Learning Inference Service Baolin Li S. Samsi V. Gadepally Devesh Tiwari 22 27 0 19 Apr 2023
Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI Models Pengfei Li Jianyi Yang M. A. Islam Shaolei Ren 81 120 0 06 Apr 2023
Philosophical Foundations of GeoAI: Exploring Sustainability, Diversity, and Bias in GeoAI and Spatial Data Science K. Janowicz AI4CE 11 13 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 38 10 0 26 Mar 2023
An Overview on Language Models: Recent Developments and Outlook Chengwei Wei Yun Cheng Wang Bin Wang C.-C. Jay Kuo 20 42 0 10 Mar 2023
FLINT: A Platform for Federated Learning Integration Ewen N. Wang Ajaykumar Kannan Yuefeng Liang Boyi Chen Mosharaf Chowdhury 33 24 0 24 Feb 2023
Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning A. Luccioni Alex Hernandez-Garcia 28 45 0 16 Feb 2023
The Framework Tax: Disparities Between Inference Efficiency in NLP Research and Deployment Jared Fernandez Jacob Kahn Clara Na Yonatan Bisk Emma Strubell FedML 28 10 0 13 Feb 2023
Can Persistent Homology provide an efficient alternative for Evaluation of Knowledge Graph Completion Methods? Anson Bastos Kuldeep Singh Abhishek Nadgeri Johannes Hoffart Toyotaro Suzumura Manish Singh 17 3 0 30 Jan 2023
A Green(er) World for A.I Dan Zhao Nathan C. Frey Joseph McDonald Matthew Hubbell David Bestor Michael Jones Andrew Prout V. Gadepally S. Samsi 11 6 0 27 Jan 2023
Data Distillation: A Survey Noveen Sachdeva Julian McAuley DD 45 73 0 11 Jan 2023
A Rubric for Human-like Agents and NeuroAI Ida Momennejad 55 14 0 08 Dec 2022
FedGPO: Heterogeneity-Aware Global Parameter Optimization for Efficient Federated Learning Young Geun Kim Carole-Jean Wu FedML 12 5 0 30 Nov 2022
Desiderata for next generation of ML model serving Sherif Akoush Andrei Paleyes A. V. Looveren Clive Cox 33 5 0 26 Oct 2022
The Future of Consumer Edge-AI Computing Stefanos Laskaridis Stylianos I. Venieris Alexandros Kouris Rui Li Nicholas D. Lane 42 8 0 19 Oct 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 28 109 0 31 Aug 2022
Adversarial Text Normalization Joanna Bitton Maya Pavlova Ivan Evtimov AAML 22 2 0 08 Jun 2022
Towards Climate Awareness in NLP Research Daniel Hershcovich Nicolas Webersinke Mathias Kraus J. Bingler Markus Leippold 25 32 0 10 May 2022
RecShard: Statistical Feature-Based Memory Optimization for Industry-Scale Neural Recommendation Geet Sethi Bilge Acun Niket Agarwal Christos Kozyrakis Caroline Trippel Carole-Jean Wu 47 66 0 25 Jan 2022
Efficient Large Scale Language Modeling with Mixtures of Experts Mikel Artetxe Shruti Bhosale Naman Goyal Todor Mihaylov Myle Ott ... Jeff Wang Luke Zettlemoyer Mona T. Diab Zornitsa Kozareva Ves Stoyanov MoE 54 188 0 20 Dec 2021
Papaya: Practical, Private, and Scalable Federated Learning Dzmitry Huba John Nguyen Kshitiz Malik Ruiyu Zhu Michael G. Rabbat ... H. Srinivas Kaikai Wang Anthony Shoumikhin Jesik Min Mani Malek FedML 107 137 0 08 Nov 2021
Unraveling the Hidden Environmental Impacts of AI Solutions for Environment Anne-Laure Ligozat J. Lefèvre Aurélie Bugeau Jacques Combaz 11 94 0 22 Oct 2021
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 226 1,018 0 13 Oct 2021