Title
AI, Climate, and Transparency: Operationalizing and Improving the AI Act Nicolas Alder Kai Ebert Ralf Herbrich Philipp Hacker AI4CE 175 3 0 28 Aug 2024
Mask in the Mirror: Implicit SparsificationInternational Conference on Learning Representations (ICLR), 2024 Tom Jacobs R. Burkholz 417 6 0 19 Aug 2024
Reporting and Analysing the Environmental Impact of Language Models on the Example of Commonsense Question Answering with External Knowledge Aida Usmanova Junbo Huang Debayan Banerjee Ricardo Usbeck 181 1 0 24 Jul 2024
Computer Audition: From Task-Specific Machine Learning to Foundation Models Andreas Triantafyllopoulos Iosif Tsangko Alexander Gebhard A. Mesaros Maria Sandsten B. Schuller 340 6 0 22 Jul 2024
CADC: Encoding User-Item Interactions for Compressing Recommendation Model Training Data Hossein Entezari Zarch Abdulla Alshabanah Chaoyi Jiang Murali Annavaram 190 1 0 11 Jul 2024
Offline Energy-Optimal LLM Serving: Workload-Based Energy Models for LLM Inference on Heterogeneous Systems Grant Wilkins Srinivasan Keshav Richard Mortier 216 20 0 04 Jul 2024
Sign Gradient Descent-based Neuronal Dynamics: ANN-to-SNN Conversion Beyond ReLU Network Hyunseok Oh Youngki Lee 308 3 0 01 Jul 2024
Innovating for Tomorrow: The Convergence of SE and Green AI Luís Cruz Xavier Franch Gutierrez Luís Cruz 168 6 0 26 Jun 2024
CascadeServe: Unlocking Model Cascades for Inference Serving Ferdi Kossmann Ziniu Wu Alex Turk Nesime Tatbul Lei Cao Samuel Madden 185 7 0 20 Jun 2024
Computing Within Limits: An Empirical Study of Energy Consumption in ML Training and Inference Ioannis Mavromatis Kostas Katsaros Aftab Khan 142 6 0 20 Jun 2024
Efficient Offline Reinforcement Learning: The Critic is Critical Adam Jelley Trevor A. McInroe Sam Devlin Amos Storkey OffRL 187 2 0 19 Jun 2024
LaCoOT: Layer Collapse through Optimal Transport Victor Quétu Zhu Liao Nour Hezbri Fabio Pizzati Enzo Tartaglione 307 0 0 13 Jun 2024
Beyond Efficiency: Scaling AI SustainablyIEEE Micro (IEEE Micro), 2024 Carole-Jean Wu Bilge Acun Ramya Raghavendra Kim Hazelwood GNN 198 24 0 08 Jun 2024
Cyclic Sparse Training: Is it Enough? Advait Gadhikar Sree Harsha Nelaturu R. Burkholz CLL 342 1 0 04 Jun 2024
From Structured to Unstructured:A Comparative Analysis of Computer Vision and Graph Models in solving Mesh-based PDEs J. Decke Olaf Wünsch Bernhard Sick Christian Gruhl 186 1 0 31 May 2024
Carbon Connect: An Ecosystem for Sustainable Computing Benjamin C. Lee David Brooks Arthur van Benthem Udit Gupta G. Hills ... Emma Strubell Gu-Yeon Wei Adam Wierman Yuan Yao Minlan Yu 147 5 0 22 May 2024
OpenCarbonEval: A Unified Carbon Emission Estimation Framework in Large-Scale AI Models Zhaojian Yu Yinghao Wu Zhuotao Deng Yansong Tang Jinqiang Cui 160 5 0 21 May 2024
Green AI in Action: Strategic Model Selection for Ensembles in Production Nienke Nijkamp June Sallou Niels van der Heijden Luís Cruz 164 6 0 21 May 2024
Sociotechnical Implications of Generative Artificial Intelligence for Information Access Bhaskar Mitra Henriette Cramer Olya Gurevich 274 7 0 19 May 2024
Fusion Intelligence: Confluence of Natural and Artificial Intelligence for Enhanced Problem-Solving Efficiency Rohan Reddy Kalavakonda Junjun Huan Peyman Dehghanzadeh Archit Jaiswal Soumyajit Mandal Swarup Bhunia 48 0 0 16 May 2024
Risks and Opportunities of Open-Source Generative AI Francisco Eiras Aleksander Petrov Bertie Vidgen Christian Schroeder Fabio Pizzati ... Matthew Jackson Phillip H. S. Torr Trevor Darrell Y. Lee Jakob N. Foerster 339 23 0 14 May 2024
Implementation of Big AI Models for Wireless Networks with Collaborative Edge Computing Liekang Zeng Shengyuan Ye Xu Chen Yang Yang 146 20 0 27 Apr 2024
Hybrid Heterogeneous Clusters Can Lower the Energy Consumption of LLM Inference Workloads Grant Wilkins Srinivasan Keshav Richard Mortier 277 19 0 25 Apr 2024
Towards Socially and Environmentally Responsible AI Pengfei Li Yejia Liu Jianyi Yang Shaolei Ren 145 0 0 23 Apr 2024
Open-Source AI-based SE Tools: Opportunities and Challenges of Collaborative Software LearningACM Transactions on Software Engineering and Methodology (TOSEM), 2024 Zhihao Lin Wei Ma Tao Lin Yaowen Zheng Jingquan Ge Jun Wang Jacques Klein Tegawende F. Bissyande Yang Liu Li Li VLM 138 10 0 09 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future DirectionsIEEE Reviews in Biomedical Engineering (RBME), 2024 Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 275 86 0 04 Apr 2024
A Survey of Optimization-based Task and Motion Planning: From Classical To Learning ApproachesIEEE/ASME transactions on mechatronics (TAM), 2024 Zhigen Zhao Shuo Cheng Yan Ding Ziyi Zhou Shiqi Zhang Danfei Xu Ye Zhao 379 40 0 03 Apr 2024
Towards Sustainable SecureML: Quantifying Carbon Footprint of Adversarial Machine Learning Syed Mhamudul Hasan Abdur R. Shahid Ahmed Imteaj AAML 183 4 0 27 Mar 2024
CASPER: Carbon-Aware Scheduling and Provisioning for Distributed Web Services Abel Souza Shruti Jasoria Basundhara Chakrabarty Alexander Bridgwater Axel Lundberg Filip Skogh Ahmed Ali-Eldin David Irwin Prashant J. Shenoy 172 36 0 21 Mar 2024
Toward Sustainable GenAI using Generation Directives for Carbon-Friendly Large Language Model Inference Baolin Li Yankai Jiang V. Gadepally Devesh Tiwari 198 20 0 19 Mar 2024
MELTing point: Mobile Evaluation of Language Transformers Stefanos Laskaridis Kleomenis Katevas Lorenzo Minto Hamed Haddadi 255 33 0 19 Mar 2024
MoralBERT: A Fine-Tuned Language Model for Capturing Moral Values in Social DiscussionsConference on Information Technology for Social Good (ITSG), 2024 Vjosa Preniqi Iacopo Ghinassi Julia Ive C. Saitis Kyriaki Kalimeri 177 14 0 12 Mar 2024
Learn to Code Sustainably: An Empirical Study on LLM-based Green Code Generation Tina Vartziotis Ippolyti Dellatolas George Dasoulas Maximilian Schmidt Florian Schneider Tim Hoffmann S. Kotsopoulos Michael Keckeisen 222 13 0 05 Mar 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Kushagra Pandey Robert Bamler Sina Daubener ... Yixin Wang F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin 646 39 0 28 Feb 2024
Training Green AI Models Using Elite Samples Mohammed Alswaitti Roberto Verdecchia Grégoire Danoy Pascal Bouvry Johnatan E. Pecero 134 7 0 19 Feb 2024
ModelGPT: Unleashing LLM's Capabilities for Tailored Model Generation Zihao Tang Zheqi Lv Shengyu Zhang Leilei Gan Kun Kuang 220 11 0 18 Feb 2024
Materiality and Risk in the Age of Pervasive AI Sensors Matthew P. Stewart Emanuel Moss Pete Warden Brian Plancher Susan Kennedy Mona Sloane Vijay Janapa Reddi 172 4 0 17 Feb 2024
Identifying architectural design decisions for achieving green ML serving Francisco Durán Luís Cruz Matias Martinez Patricia Lago 76 6 0 12 Feb 2024
Neuromorphic hardware for sustainable AI data centers Bernhard Vogginger A. Rostami Vaibhav Jain Sirine Arfa Andreas Hantsch ... Ulrike Faltings Hector A. Gonzalez Chen Liu Christian Mayr Wolfgang Maaß 334 14 0 04 Feb 2024
When Large Language Models Meet Vector Databases: A Survey Zhi Jing Yongye Su Yikun Han Bo Yuan Haiyun Xu Chunjiang Liu Kehai Chen Min Zhang 384 66 0 30 Jan 2024
Green Runner: A tool for efficient deep learning component selection Jai Kannan 204 2 0 29 Jan 2024
Evolving Code with A Large Language ModelGenetic Programming and Evolvable Machines (GPEM), 2024 Erik Hemberg Stephen Moskal Una-May O’Reilly 180 47 0 13 Jan 2024
Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI Zishen Wan Che-Kai Liu Hanchen Yang Chaojian Li Haoran You Yonggan Fu Cheng Wan Tushar Krishna Yingyan Lin A. Raychowdhury AAML 249 32 0 02 Jan 2024
Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunities Alaa Saleh Roberto Morabito Sasu Tarkoma Susanna Pirttikangas Lauri Lovén 263 7 0 22 Dec 2023
An effective and efficient green federated learning method for one-layer neural networks O. Fontenla-Romero Berta Guijarro-Berdiñas Elena Hernández-Pereira Beatriz Pérez-Sánchez FedML 126 0 0 22 Dec 2023
Efficiency-oriented approaches for self-supervised speech representation learning Luis Lugo Valentin Vielzeuf SSL 210 1 0 18 Dec 2023
A Synthesis of Green Architectural Tactics for ML-Enabled Systems Heli Järvenpää Patricia Lago Justus Bogner Grace A. Lewis H. Muccini Ipek Ozkaya 137 32 0 15 Dec 2023
Can LLMs Configure Software Tools Jai Kannan 82 1 0 11 Dec 2023
DeepEn2023: Energy Datasets for Edge Artificial Intelligence Xiaolong Tu Anik Mallik Haoxin Wang Jiang Xie 210 4 0 30 Nov 2023
Power Hungry Processing: Watts Driving the Cost of AI Deployment?Conference on Fairness, Accountability and Transparency (FAccT), 2023 Sasha Luccioni Yacine Jernite Emma Strubell 316 289 0 28 Nov 2023