Title
Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired ComputingNature Communications (Nat. Commun.), 2023 Jens Egholm Pedersen Steven Abreu Matthias Jobst Gregor Lenz Vittorio Fra ... Gianvito Urgese Sadasivan Shankar Terrence C. Stewart Nhan Duy Truong Sadique Sheik 214 46 0 24 Nov 2023
AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems Sasu Tarkoma Roberto Morabito Jaakko Sauvola 307 29 0 10 Nov 2023
CAFE: Carbon-Aware Federated Learning in Geographically Distributed Data CentersEnergy-Efficient Computing and Networking (e-Energy), 2023 Jieming Bian Lei Wang Shaolei Ren Jie Xu FedML 248 23 0 06 Nov 2023
Anytime-Competitive Reinforcement Learning with Policy PriorNeural Information Processing Systems (NeurIPS), 2023 Jianyi Yang Pengfei Li Tongxin Li Adam Wierman Shaolei Ren 208 3 0 02 Nov 2023
PolyThrottle: Energy-efficient Neural Network Inference on Edge Devices Minghao Yan Hongyi Wang Shivaram Venkataraman 294 0 0 30 Oct 2023
Autonomous Tree-search Ability of Large Language Models Zheyu Zhang Zhuorui Ye Yikang Shen Chuang Gan LRM 163 0 0 14 Oct 2023
FTFT: Efficient and Robust Fine-Tuning by Transferring Training DynamicsInternational Conference on Computational Linguistics (COLING), 2023 Yupei Du Albert Gatt Dong Nguyen 287 2 0 10 Oct 2023
MAD Max Beyond Single-Node: Enabling Large Machine Learning Model Acceleration on Distributed SystemsInternational Symposium on Computer Architecture (ISCA), 2023 Samuel Hsia Alicia Golden Bilge Acun Newsha Ardalani Zach DeVito Gu-Yeon Wei David Brooks Carole-Jean Wu MoE 284 14 0 04 Oct 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 268 106 0 25 Sep 2023
OpenBA: An Open-sourced 15B Bilingual Asymmetric seq2seq Model Pre-trained from ScratchScience China Information Sciences (Sci China Inf Sci), 2023 Juntao Li Zecheng Tang Yuyang Ding Pinzheng Wang Pei Guo ... Wenliang Chen Guohong Fu Qiaoming Zhu Guodong Zhou Hao Fei 332 7 0 19 Sep 2023
Towards Energy-Aware Federated Traffic Prediction for Cellular NetworksInternational Conference on Fog and Mobile Edge Computing (FMEC), 2023 V. Perifanis Nikolaos Pavlidis Selim F. Yilmaz F. Wilhelmi Elia Guerra M. Miozzo P. Efraimidis Paolo Dini R. Koutsiamanis 158 16 0 19 Sep 2023
Large language models can accurately predict searcher preferencesAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Paul Thomas S. Spielman Nick Craswell Bhaskar Mitra ALM LRM 344 214 0 19 Sep 2023
XGen-7B Technical Report Erik Nijkamp Tian Xie Hiroaki Hayashi Bo Pang Congying Xia ... Chien-Sheng Wu Silvio Savarese Yingbo Zhou Shafiq Joty Caiming Xiong ALM 212 15 0 07 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 405 23 0 05 Sep 2023
Energy Concerns with HPC Systems and Applications Roblex Nana C. Tadonki Petr Dokladal Youssef Mesri 167 0 0 31 Aug 2023
Maestro: Uncovering Low-Rank Structures via Trainable DecompositionInternational Conference on Machine Learning (ICML), 2023 Samuel Horváth Stefanos Laskaridis Shashank Rajput Hongyi Wang BDL 314 9 0 28 Aug 2023
GRASP: A Rehearsal Policy for Efficient Online Continual Learning Md Yousuf Harun Jhair Gallardo Junyu Chen Christopher Kanan CLL 327 13 0 25 Aug 2023
Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert InferenceInternational Symposium on Computer Architecture (ISCA), 2023 Ranggi Hwang Jianyu Wei Shijie Cao Changho Hwang Xiaohu Tang Ting Cao Mao Yang MoE 304 84 0 23 Aug 2023
Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language ModelsInternational Conference on Machine Learning (ICML), 2023 Bilgehan Sel Ahmad S. Al-Tawaha Vanshaj Khattar R. Jia Ming Jin LM&Ro LRM 297 97 0 20 Aug 2023
InTune: Reinforcement Learning-based Data Pipeline Optimization for Deep Recommendation ModelsACM Conference on Recommender Systems (RecSys), 2023 Kabir Nagrecha Lingyi Liu P. Delgado Prasanna Padmanabhan OffRL AI4CE 204 8 0 13 Aug 2023
E^2VPT: An Effective and Efficient Approach for Visual Prompt TuningIEEE International Conference on Computer Vision (ICCV), 2023 Cheng Han Qifan Wang Yiming Cui Zhiwen Cao Wenguan Wang Siyuan Qi Dongfang Liu VPVLM VLM 258 88 0 25 Jul 2023
Batching for Green AI -- An Exploratory Study on InferenceEUROMICRO Conference on Software Engineering and Advanced Applications (EUROMICRO SEAA), 2023 Tim Yarally Luís Cruz Daniel Feitosa June Sallou A. V. Deursen 188 5 0 21 Jul 2023
Towards green AI-based software systems: an architecture-centric approach (GAISSA)EUROMICRO Conference on Software Engineering and Advanced Applications (EUROMICRO SEAA), 2023 Luís Cruz Xavier Franch Francisco Durán 132 9 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 146 8 0 19 Jul 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 5.8K 15,003 0 18 Jul 2023
EnergAt: Fine-Grained Energy Attribution for Multi-Tenancy Hongyu Hè Michal Friedman Theodoros Rekatsinas 188 10 0 11 Jul 2023
Surveying (Dis)Parities and Concerns of Compute Hungry NLP Research Ji-Ung Lee Haritz Puerto Betty van Aken Yuki Arase Jessica Zosa Forde ... Andreas Rucklé Iryna Gurevych Roy Schwartz Emma Strubell Jesse Dodge 236 7 0 29 Jun 2023
On the Promise and Pitfalls of Optimizing Embodied Carbon Noman Bashir David Irwin Prashant J. Shenoy AI4CE 117 19 0 27 Jun 2023
Toward Sustainable HPC: Carbon Footprint Estimation and Environmental Implications of HPC SystemsInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2023 Baolin Li Rohan Basu Roy Daniel Wang S. Samsi V. Gadepally Devesh Tiwari 255 65 0 22 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
Towards Environmentally Equitable AI via Geographical Load BalancingEnergy-Efficient Computing and Networking (e-Energy), 2023 Pengfei Li Jianyi Yang Adam Wierman Shaolei Ren 196 22 0 20 Jun 2023
Vessim: A Testbed for Carbon-Aware Applications and Systems Philipp Wiesner Ilja Behnke Paul Kilian Marvin Steinke O. Kao 282 3 0 16 Jun 2023
High-performance deep spiking neural networks with 0.3 spikes per neuronNature Communications (Nat. Commun.), 2023 A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 268 47 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 431 145 0 09 Jun 2023
Overcoming the Stability Gap in Continual Learning Md Yousuf Harun Christopher Kanan AI4CE 441 14 0 02 Jun 2023
READ: Recurrent Adaptation of Large Transformers Sida I. Wang John Nguyen Ke Li Carole-Jean Wu 153 12 0 24 May 2023
FedZero: Leveraging Renewable Excess Energy in Federated LearningEnergy-Efficient Computing and Networking (e-Energy), 2023 Philipp Wiesner R. Khalili Dennis Grinwald Pratik Agrawal L. Thamsen O. Kao 201 34 0 24 May 2023
FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance Lingjiao Chen Matei A. Zaharia James Zou LLMAG 346 375 0 09 May 2023
Connecting the Dots in Trustworthy Artificial Intelligence: From AI Principles, Ethics, and Key Requirements to Responsible AI Systems and RegulationInformation Fusion (Inf. Fusion), 2023 Natalia Díaz Rodríguez Javier Del Ser Mark Coeckelbergh Marcos López de Prado E. Herrera-Viedma Francisco Herrera XAI 310 438 0 02 May 2023
Clover: Toward Sustainable AI with Carbon-Aware Machine Learning Inference ServiceInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2023 Baolin Li S. Samsi V. Gadepally Devesh Tiwari 235 45 0 19 Apr 2023
Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI ModelsCommunications of the ACM (CACM), 2023 Pengfei Li Jianyi Yang M. A. Islam Shaolei Ren 673 144 0 06 Apr 2023
Philosophical Foundations of GeoAI: Exploring Sustainability, Diversity, and Bias in GeoAI and Spatial Data Science K. Janowicz AI4CE 168 23 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 252 15 0 26 Mar 2023
Uncovering Energy-Efficient Practices in Deep Learning Training: Preliminary Steps Towards Green AI Tim Yarally Luís Cruz Daniel Feitosa June Sallou A. V. Deursen 131 36 0 24 Mar 2023
SIESTA: Efficient Online Continual Learning with Sleep Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Ronald Kemker Christopher Kanan CLL 339 26 0 19 Mar 2023
An Overview on Language Models: Recent Developments and OutlookAPSIPA Transactions on Signal and Information Processing (TASIP), 2023 Chengwei Wei Yun Cheng Wang Bin Wang C.-C. Jay Kuo 237 52 0 10 Mar 2023
Chasing Low-Carbon Electricity for Practical and Sustainable DNN Training Zhenning Yang Luoxi Meng Jae-Won Chung Mosharaf Chowdhury AI4CE 208 3 0 04 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 2.9K 17,417 0 27 Feb 2023
FLINT: A Platform for Federated Learning IntegrationConference on Machine Learning and Systems (MLSys), 2023 Ewen N. Wang Ajaykumar Kannan Yuefeng Liang Boyi Chen Mosharaf Chowdhury 255 29 0 24 Feb 2023

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Sustainable AI: Environmental Implications, Challenges and Opportunities

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