Title
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
Performance and Power: Systematic Evaluation of AI Workloads on Accelerators with CARAML Chelsea Maria John Stepan Nassyr Carolin Penke A. Herten 28 0 0 19 Sep 2024
AI-coupled HPC Workflow Applications, Middleware and Performance Wes Brewer Ana Gainaru Frédéric Suter Feiyi Wang M. Emani S. Jha 30 10 0 20 Jun 2024
ScaleFold: Reducing AlphaFold Initial Training Time to 10 Hours Feiwen Zhu Arkadiusz Nowaczynski Rundong Li Jie Xin Yifei Song Michal Marcinkiewicz S. Eryilmaz June Yang M. Andersch 26 4 0 17 Apr 2024
Benchmarking Machine Learning Applications on Heterogeneous Architecture using Reframe Christopher Rae Joseph K. L. Lee James Richings Michele Weiland 25 1 0 16 Apr 2024
I/O in Machine Learning Applications on HPC Systems: A 360-degree Survey Noah Lewis J. L. Bez Suren Byna 49 0 0 16 Apr 2024
Improvements & Evaluations on the MLCommons CloudMask Benchmark Varshitha Chennamsetti Laiba Mehnaz Dan Zhao Banani Ghosh Sergey V. Samsonau VLM FedML 28 0 0 07 Mar 2024
An Overview of MLCommons Cloud Mask Benchmark: Related Research and Data G. V. Laszewski Ruochen Gu 16 1 0 08 Dec 2023
Breaking Boundaries: Distributed Domain Decomposition with Scalable Physics-Informed Neural PDE Solvers Arthur Feeney Zitong Li Ramin Bostanabad Aparna Chandramowlishwaran AI4CE 16 1 0 28 Aug 2023
SAIH: A Scalable Evaluation Methodology for Understanding AI Performance Trend on HPC Systems Jiangsu Du Dongsheng Li Yingpeng Wen Jiazhi Jiang Dan Huang Xia Liao Yutong Lu 14 0 0 07 Dec 2022
XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for the Metaverse Hyoukjun Kwon Krishnakumar Nair Jamin Seo Jason Yik D. Mohapatra ... Ashish Sirasao T. Krishna Harshit Khaitan Vikas Chandra Vijay Janapa Reddi 38 33 0 16 Nov 2022
SOLAR: A Highly Optimized Data Loading Framework for Distributed Training of CNN-based Scientific Surrogates Baixi Sun Xiaodong Yu Chengming Zhang Jiannan Tian Sian Jin K. Iskra Tao Zhou Tekin Bicer Pete Beckman Dingwen Tao 11 1 0 01 Nov 2022
Snowmass 2021 Computational Frontier CompF4 Topical Group Report: Storage and Processing Resource Access W. Bhimij D. Carder Eli Dart Javier M. Duarte I. Fisk ... N. Tran P. Gemmeren G. Watts B. Weaver F. Würthwein 19 0 0 19 Sep 2022
FastML Science Benchmarks: Accelerating Real-Time Scientific Edge Machine Learning Javier Mauricio Duarte Nhan Tran B. Hawks C. Herwig J. Muhizi Shvetank Prakash Vijay Janapa Reddi 27 11 0 16 Jul 2022
Machine Learning and Big Scientific Data Tony (Anthony) John Grenville Hey K. Butler Sam Jackson Jeyarajan Thiyagalingam AI4CE 23 74 0 12 Oct 2019