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Clover: Toward Sustainable AI with Carbon-Aware Machine Learning
  Inference Service
v1v2 (latest)

Clover: Toward Sustainable AI with Carbon-Aware Machine Learning Inference Service

International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2023
19 April 2023
Baolin Li
S. Samsi
V. Gadepally
Devesh Tiwari
ArXiv (abs)PDFHTML

Papers citing "Clover: Toward Sustainable AI with Carbon-Aware Machine Learning Inference Service"

10 / 10 papers shown
Advancing AI Challenges for the United States Department of the Air Force
Advancing AI Challenges for the United States Department of the Air ForceIEEE Conference on High Performance Extreme Computing (HPEC), 2025
Christian Prothmann
V. Gadepally
J. Kepner
Koley Borchard
Luca Carlone
...
Mark S. Veillette
Amir Weiss
G. Wornell
Daniela Rus
Scott T. Ruppel
99
1
0
31 Oct 2025
CarbonCall: Sustainability-Aware Function Calling for Large Language Models on Edge Devices
CarbonCall: Sustainability-Aware Function Calling for Large Language Models on Edge Devices
Varatheepan Paramanayakam
Andreas Karatzas
Iraklis Anagnostopoulos
Dimitrios Stamoulis
313
1
0
29 Apr 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
251
1
0
06 Mar 2025
The Sunk Carbon Fallacy: Rethinking Carbon Footprint Metrics for
  Effective Carbon-Aware Scheduling
The Sunk Carbon Fallacy: Rethinking Carbon Footprint Metrics for Effective Carbon-Aware SchedulingACM Symposium on Cloud Computing (SoCC), 2024
Noman Bashir
Varun Gohil
Anagha Belavadi
Mohammad Shahrad
David Irwin
Elsa Olivetti
Christina Delimitrou
224
12
0
19 Oct 2024
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI
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
477
16
0
15 Oct 2024
ParvaGPU: Efficient Spatial GPU Sharing for Large-Scale DNN Inference in
  Cloud Environments
ParvaGPU: Efficient Spatial GPU Sharing for Large-Scale DNN Inference in Cloud EnvironmentsInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2024
Munkyu Lee
Sihoon Seong
Minki Kang
Jihyuk Lee
Gap-Joo Na
In-Geol Chun
Dimitrios Nikolopoulos
Cheol-Ho Hong
GNN
166
16
0
22 Sep 2024
EcoLife: Carbon-Aware Serverless Function Scheduling for Sustainable
  Computing
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
452
12
0
03 Sep 2024
Offline Energy-Optimal LLM Serving: Workload-Based Energy Models for LLM
  Inference on Heterogeneous Systems
Offline Energy-Optimal LLM Serving: Workload-Based Energy Models for LLM Inference on Heterogeneous Systems
Grant Wilkins
Srinivasan Keshav
Richard Mortier
277
24
0
04 Jul 2024
Loki: A System for Serving ML Inference Pipelines with Hardware and
  Accuracy Scaling
Loki: A System for Serving ML Inference Pipelines with Hardware and Accuracy Scaling
Sohaib Ahmad
Hui Guan
Ramesh K. Sitaraman
232
8
0
04 Jul 2024
Toward Sustainable GenAI using Generation Directives for Carbon-Friendly
  Large Language Model Inference
Toward Sustainable GenAI using Generation Directives for Carbon-Friendly Large Language Model Inference
Baolin Li
Yankai Jiang
V. Gadepally
Devesh Tiwari
244
23
0
19 Mar 2024
1
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