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

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

19 April 2023

Baolin Li

Devesh Tiwari

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

13 / 13 papers shown

Title
CarbonCall: Sustainability-Aware Function Calling for Large Language Models on Edge Devices Varatheepan Paramanayakam Andreas Karatzas Iraklis Anagnostopoulos Dimitrios Stamoulis 34 0 0 29 Apr 2025
Ecomap: Sustainability-Driven Optimization of Multi-Tenant DNN Execution on Edge Servers Varatheepan Paramanayakam Andreas Karatzas Dimitrios Stamoulis Iraklis Anagnostopoulos 65 0 0 06 Mar 2025
The Sunk Carbon Fallacy: Rethinking Carbon Footprint Metrics for Effective Carbon-Aware Scheduling Noman Bashir Varun Gohil Anagha Belavadi Mohammad Shahrad David E. Irwin Elsa Olivetti Christina Delimitrou 24 2 0 19 Oct 2024
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI Arya Tschand Arun Tejusve Raghunath Rajan S. Idgunji Anirban Ghosh J. Holleman ... Rowan Taubitz Sean Zhan Scott Wasson David Kanter Vijay Janapa Reddi 62 3 0 15 Oct 2024
ParvaGPU: Efficient Spatial GPU Sharing for Large-Scale DNN Inference in Cloud Environments Munkyu Lee Sihoon Seong Minki Kang Jihyuk Lee Gap-Joo Na In-Geol Chun Dimitrios Nikolopoulos Cheol-Ho Hong GNN 27 0 0 22 Sep 2024
EcoLife: Carbon-Aware Serverless Function Scheduling for Sustainable Computing Yankai Jiang Rohan Basu Roy Baolin Li Devesh Tiwari 40 4 0 03 Sep 2024
Offline Energy-Optimal LLM Serving: Workload-Based Energy Models for LLM Inference on Heterogeneous Systems Grant Wilkins Srinivasan Keshav Richard Mortier 36 5 0 04 Jul 2024
Loki: A System for Serving ML Inference Pipelines with Hardware and Accuracy Scaling Sohaib Ahmad Hui Guan Ramesh K. Sitaraman 42 4 0 04 Jul 2024
Toward Sustainable GenAI using Generation Directives for Carbon-Friendly Large Language Model Inference Baolin Li Yankai Jiang V. Gadepally Devesh Tiwari 29 15 0 19 Mar 2024
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 244 644 0 21 Apr 2021
Llama: A Heterogeneous & Serverless Framework for Auto-Tuning Video Analytics Pipelines Francisco Romero Mark Zhao N. Yadwadkar Christos Kozyrakis 33 100 0 03 Feb 2021
Wider or Deeper: Revisiting the ResNet Model for Visual Recognition Zifeng Wu Chunhua Shen A. Hengel SSeg 260 1,491 0 30 Nov 2016
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,198 0 01 Sep 2014