Energy Consumption

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5 papers in the last four weeks, with none the four weeks before. 0.1% of all new papers.

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  1. Exposing the Cost of Deep Learning Audio Development

    Oct 1, 2026Constance Douwes, Paul Magron, Romain SerizelNeural AudioEnergy Consumption

    Universit´e de Lorraine, CNRS, Inria, LORIA, F-54000 Nancy, France

  2. Questionnaire-Guided Disaggregation of Energy Appliance Use for Domestic Smart Meter Data

    Oct 1, 2026Achal Nanjundamurthy, Rupam Misra, Suzanne Little +1Energy ConsumptionSmart Homes

    School of Computing, Dublin City University, Glasnevin, Dublin 9, Ireland

  3. Beyond Energy: When Sustainability Dimensions Reshape LLM Serving Decisions

    Sep 28, 2026Tianyao Shi, Xipeng Shen, Yi DingLarge Language Model ServingEnergy Consumption

    Elmore Family School of Electrical and Computer Engineering, Purdue University, USA

  4. Towards Sustainable Magnetic Resonance Imaging: Insights from long-term, high-resolution energy recordings across an entire scanner fleet

    Sep 21, 2026Florian Leonhard Raab, Fiona Mankertz, Nour Maalouf +17Energy ConsumptionMagnetic Resonance Imaging

    Medical Image and Data Analysis (MIDAS.lab), Tübingen University Hospital · Department of Diagnostic and Interventional Radiology, Tübingen University Hospital · Faculty of Computer Science, Eberhard Karls University of Tübingen +1

  5. Where Should Agents Live? Energy-Memory Characterization of Agentic AI for the Edge-Cloud Continuum

    Sep 16, 2026Carolina Fortuna, Vid Hanžel, Tim Strnad +1Edge PlatformsAgentic Inference

    Department of Communication Systems, Jožef Stefan Institute, Jamova cesta 39, 1000 Ljubljana, Slovenia

  6. A Game-Theoretic Framework for Incentive-Compatible AI training Under Renewable-Energy Constraints

    Sep 14, 2026Konstantinos Varsos, Ramin Khalili, Adamantia Stamou +2Artificial Intelligence LifecycleEnergy Consumption

    Athens University of Economics and Business, Greece · Independent researcher, Munich Germany

  7. LoaDiff: Conditional Generation of Electricity Consumption Time Series for Energy Analytics

    Sep 12, 2026Mariia Baranova, Adrien Petralia, Etienne Le Naour +3Demand ResponseEnergy Consumption

    EDF R&D, Palaiseau, France · Université Paris Cité, F-75006 Paris, France

  8. How Do Prompt Variations Affect Energy Consumption in On-Device LLMs?

    Sep 1, 2026Wei Hu, Xiaolong Tu, Dawei Chen +3LLM Inference OptimizationEnergy Consumption

    Georgia State University · Toyota Motor North America

  9. From Tokens to Watt-hours: Analytical Energy Estimation for LLM Inference on Modern GPUs

    Jul 29, 2026Tina Vartziotis, Rodopi Kosteli, Elli Vartziotis +5LLM Inference OptimizationEnergy Consumption

    1National Technical University of Athens, Patission Complex 42, 10682 Athens, Greece · 2Harvard University, 1350 Massachusetts Avenue, 02138 Cambridge, MA, USA · 3TWT GmbH Science & Innovation, Industriestraße 6, 70565 Stuttgart, DE +4

  10. LLMET: Enabling Cross-Layer Evaluation of Emerging M3D Memories for Energy-Efficient LLM Serving

    Jul 29, 2026Ming-Yen Lee, Hanchen Yang, Faaiq Waqar +4Large Language Model MemoryVram

    Georgia Institute of Technology, Atlanta, GA, USA · Samsung Semiconductor Inc., San Jose, CA, USA

  11. Approximate reservoir computing with a semiconductor laser for reducing energy consumption

    Jul 25, 2026Tatsuki Ito, Kazutaka Kanno, Satoshi Kawakami +1Reservoir ComputingReservoir

    Department of Information and Computer Sciences, Saitama University, 255 Shimokubo, Sakura-ku, Saitama City, Saitama 338-8570, Japan · Faculty of Information Science and Electrical Engineering, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka 819-0395, Japan

  12. Static Metrics Are Insufficient: Predicting Java Method Energy Usage with Execution Time

    Jul 7, 2026Muhammad Imran, Vincenzo Stoico, Ivano MalavoltaEnergy ConsumptionSmooth Execution

    University of L’Aquila, L’Aquila, Italy · Vrije Universiteit Amsterdam, Amsterdam, The Netherlands

  13. Model Merging as Probabilistic Inference in Fine-Tuning Parameter Space

    Jul 2, 2026Long Minh Bui, Tuan Anh Le Van, Tung Phi Duc +3Continual Model MergingProbabilistic Inference

    Washington State University · Hanoi University of Science and Technology

  14. WattLayer: Get Layers Right to Estimate Inference Energy of Neural Networks

    Jun 26, 2026Adrien Sardi, Marie-Line Alberi Morel, Sara Alouf +2Energy ConsumptionArtificial Intelligence Lifecycle

    Bell Labs, Nokia Networks France · Inria, Université Côte d’Azur, France · Université Côte d’Azur, CNRS, Inria, I3S, France

  15. The Energy Consumption of Transformer Fine-Tuning: A Roofline-Inspired Scaling Model

    Jun 22, 2026Mansour Zoubeirou a MayakiEnergy ConsumptionTransformer Architectures

    Université Lumière Lyon 2, CNRS, Ecole Centrale de Lyon, INSA Lyon, Universite Claude Bernard Lyon 1, LIRIS, UMR5205, 69007 Lyon, France

  16. Leveraging AutoML for Sustainable Deep Learning: A Multi-Objective HPO Approach on Deep Shift Neural Networks

    Jun 22, 2026Leona Hennig, Marius LindauerDeep NetworkEnergy Consumption

    Institute of Artificial Intelligence Leibniz University Hanover · Institute of Artificial Intelligence Leibniz University Hanover L3S Research Center

  17. The Language-Energy Divide: Measuring Energy Costs of Multilingual LLM Inference

    Jun 20, 2026Naihao Deng, Alissa Shen, Yiming Feng +5Multilingual Language ModelsEnergy Consumption

    University of Michigan · University of Cambridge · University of Aberdeen

  18. From Compression to Deployment: Real-Time and Energy-Efficient FastGRNN on Ultra-Constrained Microcontrollers

    Jun 15, 2026Emre Can KizilatesCortexNeural Network Inference

    Independent Researcher, Izmir, Turkey

  19. AURA: Active-Response Attribution under Treatment Ambiguity in Bacterial Cytological Profiling

    Jun 15, 2026Kartik Jhawar, Mrunmayee Deshpande, Wilfried Moreira +2Bacterial Colony CountingAntimicrobial Peptide

    Institute for Digital Molecular Analytics and Science, Nanyang Technological University, Singapore 636921 · School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore 639798 · Institute for Functional Intelligent Materials, National University of Singapore, Singapore 117544

  20. Identification of a Physics-Based Electrical Power Consumption Model for the Unitree G1 Humanoid Arm

    Jun 14, 2026Nestor N. Deniz, Sebastian Vega, Simon Parsons +1TorqueEnergy Consumption

    Engineering Department at Harper Adams University, Newport, Shropshire TF10 8NB, UK · Lincoln Institute for Agri-Food Technology and Lincoln Centre for Autonomous Systems

  21. Assessing the Energy and Carbon Emissions of Neural Speaker Verification Model in Training and Inference

    Jun 6, 2026Hugo Leguillier, Driss Matrouf, Guillaume Lechien +1Automatic Speaker VerificationSpeaker

    Avignon University, LIA, UPR 4128, France · Aday, France

  22. Assessing the Carbon Emissions and Energy Consumption of U.S. Hyperscale Data Centers

    Jun 3, 2026Gianluca Guidi, Francesca Dominici, Tiziano Squartini +6Data CentersCarbon Emissions

    Department of Biostatistics,Boston,HarvardMassachusetts,T.H. ChanUSASchool of Public Health · Department of Computer Science, University of Pisa, Pisa, Italy · IMT School of Advanced Studies, Lucca, Italy +4

  23. Adaptive PD Gains for Energy-Conscious Control in Physical Human-Robot Interaction

    May 30, 2026Danyal Saqib, Francisco Andrade Chavez, Marie CharbonneauAdaptive ControlTorque

    Department of Electrical and Computer Engineering University of British Columbia Vancouver, Canada · Department of Engineering Thompson Rivers University Kamloops, Canada · Department of Mechanical and Manufacturing Engineering University of Calgary Calgary, Canada

  24. A Methodology to Assess Power Modeling in Energy-Aware Federated Learning on Heterogeneous Mobile Devices

    May 26, 2026Chaimae Jallouli, Karim Boubouh, Robert BasmadjianEnergy ConsumptionFederated Learning

    Mohammed VI Polytechnic University, Benguerir, Morocco · Khalifa University, Abu Dhabi, UAE

  25. Energy per Successful Goal: Goal-Level Energy Accounting for Agentic AI Systems

    May 20, 2026Deepak Panigrahy, Aakash TyagiEnergy ConsumptionAgentic Inference

    Independent Researcher, USA · Texas A&M University, Department of Computer Science and Engineering, USA

  26. Towards Resource-Efficient LLMs: End-to-End Energy Accounting of Distillation Pipelines

    May 13, 2026Katherine Lambert, Sasha LuccioniEnergy ConsumptionResidual Distillation

    University of Toronto · 2Sustainable AI Group

  27. The Illusion of Power Capping in LLM Decode: A Phase-Aware Energy Characterisation Across Attention Architectures

    May 12, 2026Bole Ma, Ayesha Afzal, Jan Eitzinger +1Large Language Model DecodingEnergy Consumption

    Erlangen National High Performance Computing Center, Erlangen, Germany · Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany

  28. Energy-Efficient Implementation of Spiking Recurrent Cells on FPGA

    May 11, 2026Pascal Harmeling, Florent De Geeter, Guillaume DrionSpiking Neural NetworksField-Programmable Gate Arrays

  29. Gated Multimodal Learning for Interpretable Property Energy Performance Prediction and Retrofit Scenario Analysis

    May 6, 2026Yunfei Bai, Aaron Tesfa Tsion, Raul Rosales +2Electricity Price ForecastingEnergy Consumption

    Department of Engineering, King’s College London London, UK

  30. AI Inference as Relocatable Electricity Demand: A Latency-Constrained Energy-Geography Framework

    Apr 30, 2026Xubin Luo, Cheng YangEnergy ConsumptionAgentic Inference

    School of Computer Science and Artificial Intelligence, Southwestern University of Finance and Economics, Chengdu, China

  31. Personalized electric vehicle energy consumption estimation framework that integrates driver behavior with map data

    Apr 22, 2026Sreechakra Vasudeva Raju Rachavelpula, Sangwhan ChaElectric VehiclesLithium-Ion Batteries

    Department of Computer and Information Sciences, Harrisburg University of Science and Technology, Harrisburg, PA 17101, USA

  32. PEFT of SLM for Telecommunications Customer Support: A Comparative Study of LoRA Configurations with Energy Consumption Analysis

    Apr 17, 2026Lucas Tamic, Ilan Jaffeux-Cheniout, Xavier MarjouModel Fine-TuningMobile Networks

    Orange, France

  33. Tracing Energy Flow: Learning Tactile-based Grasping Force Control to Reduce Slippage in Dynamic Object Interaction

    Dec 24, 2025Cheng-Yu Kuo, Hirofumi Shin, Takamitsu MatsubaraRobotic GraspingSlipsense

    Graduated School of Science and Technology, Nara Institute of Science and Technology, Nara 630-0192, Japan · Honda R&D, Ltd., Saitama 351-0114, Japan

  34. Energy-Efficient Federated Learning via Adaptive Encoder Freezing for MRI-to-CT Conversion: A Green AI-Guided Research

    Nov 25, 2025Ciro Benito Raggio, Lucia Migliorelli, Nils Skupien +6Federated LearningArtificial Intelligence Lifecycle

    Institute of Biomedical Engineering Karlsruhe Institute of Technology Fritz-Haber-Weg 1, Karlsruhe 76131 Baden-Württemberg, Germany · Department of Political Science Università Degli Studi Di Teramo Via Renato Balizarini 1, Teramo 64100 Italy · Department of Radiation Oncology University Medical Center Schleswig-Holstein Feldstrasse 21, Kiel 24105 Schleswig-Holstein, Germany +1

  35. Computation-aware Energy-harvesting Federated Learning with Pipelined Cyclic Scheduling

    Nov 14, 2025Eunjeong Jeong, Nikolaos PappasFederated LearningEnergy Consumption

    E. Jeong and N. Pappas are with the Department of Computer and Information Science, Linköping University, Sweden.

  36. Energy Injection Identification enabled Disaggregation with Deep Multi-Task Learning

    Aug 20, 2025Xudong Wang, Guoming Tang, Junyu Xue +3Distributed Energy ResourcesEnergy Consumption

    The Chinese University of Hong Kong, Shenzhen · The Hong Kong University of Science and Technology (Guangzhou) · Southern University of Science and Technology +1