Papers citing 'Sustainable AI: Environmental Implications, Challenges and Opportunities'

Title
Hardware optimization on Android for inference of AI models Iulius Gherasim Carlos García Sánchez 3DH 120 0 0 17 Nov 2025
From Prompts to Power: Measuring the Energy Footprint of LLM Inference Francisco Caravaca Ángel Cuevas R. Cuevas 72 0 0 05 Nov 2025
Improving AI Efficiency in Data Centres by Power Dynamic Response Andrea Marinoni Sai Shivareddy Pietro Lio Weisi Lin Erik Cambria Clare Grey 48 0 0 13 Oct 2025
Task-Aware Reduction for Scalable LLM-Database Systems Marcus Emmanuel Barnes Taher A. Ghaleb Safwat Hassan 88 0 0 13 Oct 2025
Boomerang Distillation Enables Zero-Shot Model Size Interpolation Sara Kangaslahti Nihal V. Nayak Jonathan Geuter Marco Fumero Francesco Locatello David Alvarez-Melis 136 0 0 06 Oct 2025
Small is Sufficient: Reducing the World AI Energy Consumption Through Model Selection Tiago da Silva Barros Frédéric Giroire Ramon Aparicio-Pardo Joanna Moulierac 96 0 0 02 Oct 2025
Choosing to Be Green: Advancing Green AI via Dynamic Model Selection Emilio Cruciani Roberto Verdecchia 68 0 0 24 Sep 2025
Video Killed the Energy Budget: Characterizing the Latency and Power Regimes of Open Text-to-Video Models Julien Delavande Regis Pierrard Sasha Luccioni DiffM VGen 73 0 0 23 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
Data-Efficient Ensemble Weather Forecasting with Diffusion Models Kevin Valencia Ziyang Liu Justin Cui DiffM 171 0 0 14 Sep 2025
Virtual Agent Economies Nenad Tomašev Matija Franklin Joel Z. Leibo Julian Jacobs William A. Cunningham Iason Gabriel Simon Osindero 164 3 0 12 Sep 2025
Greener Deep Reinforcement Learning: Analysis of Energy and Carbon Efficiency Across Atari Benchmarks Jason Gardner Ayan Dutta Swapnoneel Roy O. P. Kreidl Ladislau Bölöni 56 1 0 05 Sep 2025
Sustainable Machine Learning Retraining: Optimizing Energy Efficiency Without Compromising AccuracyICT for Sustainability (ICT4S), 2025 Lorena Poenaru-Olaru June Sallou Luís Cruz Jan S. Rellermeyer Arie van Deursen 116 1 0 16 Jun 2025
Perturbative Gradient Training: A novel training paradigm for bridging the gap between deep neural networks and physical reservoir computing Cliff B. Abbott Mark Elo Dmytro A. Bozhko 212 1 0 05 Jun 2025
TSENOR: Highly-Efficient Algorithm for Finding Transposable N:M Sparse Masks X. Meng Mehdi Makni Rahul Mazumder 162 0 0 29 May 2025
The Energy Cost of Reasoning: Analyzing Energy Usage in LLMs with Test-time Compute Yunho Jin Gu-Yeon Wei David Brooks LRM 330 6 0 20 May 2025
MRM3: Machine Readable ML Model MetadataACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services (MobiSys), 2025 Andrej Čop Blaž Bertalanič Marko Grobelnik Carolina Fortuna 203 0 0 19 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 290 1 0 12 May 2025
One Search Fits All: Pareto-Optimal Eco-Friendly Model Selection Filippo Betello Antonio Purificato Vittoria Vineis Gabriele Tolomei Fabrizio Silvestri 321 1 0 02 May 2025
CarbonCall: Sustainability-Aware Function Calling for Large Language Models on Edge Devices Varatheepan Paramanayakam Andreas Karatzas Iraklis Anagnostopoulos Dimitrios Stamoulis 282 1 0 29 Apr 2025
Optimizing LLM Inference: Fluid-Guided Online Scheduling with Memory Constraints Ruicheng Ao Gan Luo D. Simchi-Levi Xinshang Wang 224 7 0 15 Apr 2025
Green MLOps to Green GenOps: An Empirical Study of Energy Consumption in Discriminative and Generative AI Operations Adrián Sánchez-Mompó Ioannis Mavromatis Peizheng Li Konstantinos Katsaros Aftab Khan 258 6 0 31 Mar 2025
Carbon Footprint Evaluation of Code Generation through LLM as a Service Tina Vartziotis Maximilian Schmidt George Dasoulas Ippolyti Dellatolas Stefano Attademo Viet Dung Le Anke Wiechmann Tim Hoffmann Michael Keckeisen S. Kotsopoulos 192 8 0 30 Mar 2025
Green Prompting Marta Adamska Daria Smirnova Hamid Nasiri Zhengxin Yu Peter Garraghan 1.1K 3 0 09 Mar 2025
A Good Start Matters: Enhancing Continual Learning with Data-Driven Weight Initialization Md Yousuf Harun Christopher Kanan AI4CE 270 2 0 09 Mar 2025
Ecomap: Sustainability-Driven Optimization of Multi-Tenant DNN Execution on Edge ServersIEEE transactions on computers (IEEE Trans. Comput.), 2025 Varatheepan Paramanayakam Andreas Karatzas Dimitrios Stamoulis Iraklis Anagnostopoulos 206 1 0 06 Mar 2025
AOLO: Analysis and Optimization For Low-Carbon Oriented Wireless Large Language Model Services Xiaoqi Wang Hongyang Du Yuehong Gao Dong In Kim 207 0 0 06 Mar 2025
A2Perf: Real-World Autonomous Agents Benchmark Ikechukwu Uchendu Jason J. Jabbour Korneel Van den Berghe Joel Runevic Matthew P. Stewart ... S. Guadarrama Jie Tan Jordan K. Terry Aleksandra Faust Vijay Janapa Reddi 233 1 0 04 Mar 2025
FairSense-AI: Responsible AI Meets Sustainability Shaina Raza Mukund Sayeeganesh Chettiar Matin Yousefabadi Tahniat Khan Veronica Chatrath 295 0 0 04 Mar 2025
Holistically Evaluating the Environmental Impact of Creating Language ModelsInternational Conference on Learning Representations (ICLR), 2025 William Merrill Clara Na Jared Fernandez Tim Dettmers Emma Strubell Jesse Dodge ELM 272 25 0 03 Mar 2025
Generative Artificial Intelligence: Evolving Technology, Growing Societal Impact, and Opportunities for Information Systems ResearchInformation Systems Frontiers (ISF), 2025 Veda C. Storey Wei Thoo Yue J. Leon Zhao Roman Lukyanenko 288 16 0 25 Feb 2025
Fishing For Cheap And Efficient Pruners At Initialization Ivo Gollini Navarrete Nicolas Mauricio Cuadrado Jose Renato Restom Martin Takáč Samuel Horvath 203 0 0 17 Feb 2025
TQ-DiT: Efficient Time-Aware Quantization for Diffusion Transformers Younghye Hwang Hyojin Lee Joonhyuk Kang MQ 296 0 0 06 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 399 26 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 257 1 0 28 Jan 2025
GreenAuto: An Automated Platform for Sustainable AI Model Design on Edge DevicesWorkshop on Mobile Computing Systems and Applications (HotMobile), 2025 Xiaolong Tu Dawei Chen Kyungtae Han Onur Altintas Haoxin Wang 169 3 0 28 Jan 2025
Constrained Hybrid Metaheuristic Algorithm for Probabilistic Neural Networks LearningInformation Sciences (Inf. Sci.), 2025 Piotr A. Kowalski Szymon Kucharczyk Jacek Mańdziuk 245 6 0 28 Jan 2025
On the Ethical Considerations of Generative Agents Nýoma Diamond Soumya Banerjee 323 3 0 28 Nov 2024
Trustworthy artificial intelligence in the energy sector: Landscape analysis and evaluation frameworkInternational Conference on Engineering, Technology and Innovation (ICE/IT), 2024 Sotiris Pelekis Evangelos Karakolis G. Lampropoulos S. Mouzakitis Ourania Markaki Christos Ntanos D. Askounis 316 2 0 25 Nov 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 1.2K 10 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 Coates AI4CE 220 1 0 26 Oct 2024
Self-calibration for Language Model Quantization and PruningNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Miles Williams G. Chrysostomou Nikolaos Aletras MQ 929 2 0 22 Oct 2024
Harnessing Your DRAM and SSD for Sustainable and Accessible LLM Inference with Mixed-Precision and Multi-level Caching Jie Peng Zhang Cao Huaizhi Qu Zhengyu Zhang Chang Guo Yanyong Zhang Zhichao Cao Tianlong Chen 255 4 0 17 Oct 2024
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AIInternational Symposium on High-Performance Computer Architecture (HPCA), 2024 Arya Tschand Arun Tejusve Raghunath Rajan S. Idgunji Anirban Ghosh J. Holleman ... Rowan Taubitz Sean Zhan Scott Wasson David Kanter Vijay Janapa Reddi 414 15 0 15 Oct 2024
AI, Climate, and Regulation: From Data Centers to the AI Act Kai Ebert Nicolas Alder Ralf Herbrich Philipp Hacker AI4CE 287 4 0 09 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 430 4 0 30 Sep 2024
Input-Dependent Power Usage in GPUs Theo Gregersen Pratyush Patel Esha Choukse 211 4 0 26 Sep 2024
UELLM: A Unified and Efficient Approach for LLM Inference Serving Yiyuan He Minxian Xu Jingfeng Wu Wanyi Zheng Kejiang Ye Chengzhong Xu 144 0 0 23 Sep 2024
Towards Efficient Neuro-Symbolic AI: From Workload Characterization to Hardware Architecture Zishen Wan Che-Kai Liu Hanchen Yang Ritik Raj Chaojian Li ... Yingyan Celine Lin Mohamed Ibrahim Jan M. Rabaey Tushar Krishna A. Raychowdhury 283 17 0 20 Sep 2024
EcoLife: Carbon-Aware Serverless Function Scheduling for Sustainable ComputingInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2024 Yankai Jiang Rohan Basu Roy Baolin Li Devesh Tiwari 396 9 0 03 Sep 2024