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AI Accelerator Survey and Trends


Sep 18, 2021
Albert Reuther, Peter Michaleas, Michael Jones, Vijay Gadepally, Siddharth Samsi, Jeremy Kepner

* 9 pages, 2 figures, IEEE High Performance Extreme Computing Conference 2021 

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Maneuver Identification Challenge


Aug 25, 2021
Kaira Samuel, Vijay Gadepally, David Jacobs, Michael Jones, Kyle McAlpin, Kyle Palko, Ben Paulk, Sid Samsi, Ho Chit Siu, Charles Yee, Jeremy Kepner

* 7 pages, 8 figures, 1 table, 33 references, accepted to IEEE HPEC 2021 

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The MIT Supercloud Dataset


Aug 04, 2021
Siddharth Samsi, Matthew L Weiss, David Bestor, Baolin Li, Michael Jones, Albert Reuther, Daniel Edelman, William Arcand, Chansup Byun, John Holodnack, Matthew Hubbell, Jeremy Kepner, Anna Klein, Joseph McDonald, Adam Michaleas, Peter Michaleas, Lauren Milechin, Julia Mullen, Charles Yee, Benjamin Price, Andrew Prout, Antonio Rosa, Allan Vanterpool, Lindsey McEvoy, Anson Cheng, Devesh Tiwari, Vijay Gadepally


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To Boost or not to Boost: On the Limits of Boosted Neural Networks


Jul 28, 2021
Sai Saketh Rambhatla, Michael Jones, Rama Chellappa


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Model Compression Using Optimal Transport


Dec 07, 2020
Suhas Lohit, Michael Jones


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Multi-head Knowledge Distillation for Model Compression


Dec 05, 2020
Huan Wang, Suhas Lohit, Michael Jones, Yun Fu

* Copyright: 2020 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works 

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Knowledge Distillation Thrives on Data Augmentation


Dec 05, 2020
Huan Wang, Suhas Lohit, Michael Jones, Yun Fu

* Code will be updated soon 

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Survey of Machine Learning Accelerators


Sep 01, 2020
Albert Reuther, Peter Michaleas, Michael Jones, Vijay Gadepally, Siddharth Samsi, Jeremy Kepner

* 12 pages, 2 figures, IEEE-HPEC conference, Waltham, MA, September 21-25, 2020. arXiv admin note: text overlap with arXiv:1908.11348 

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Compute, Time and Energy Characterization of Encoder-Decoder Networks with Automatic Mixed Precision Training


Aug 18, 2020
Siddharth Samsi, Michael Jones, Mark M. Veillette

* Accepted for publication at IEEE HPEC 2020 

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Benchmarking network fabrics for data distributed training of deep neural networks


Aug 18, 2020
Siddharth Samsi, Andrew Prout, Michael Jones, Andrew Kirby, Bill Arcand, Bill Bergeron, David Bestor, Chansup Byun, Vijay Gadepally, Michael Houle, Matthew Hubbell, Anna Klein, Peter Michaleas, Lauren Milechin, Julie Mullen, Antonio Rosa, Charles Yee, Albert Reuther, Jeremy Kepner

* Accepted for publication at IEEE HPEC 2020 

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Layer-Parallel Training with GPU Concurrency of Deep Residual Neural Networks Via Nonlinear Multigrid


Jul 14, 2020
Andrew C. Kirby, Siddharth Samsi, Michael Jones, Albert Reuther, Jeremy Kepner, Vijay Gadepally

* 7 pages, 6 figures, submitted to 2020 IEEE High Performance Extreme Computing Conference 

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LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood


Apr 06, 2020
Abhinav Kumar, Tim K. Marks, Wenxuan Mou, Ye Wang, Michael Jones, Anoop Cherian, Toshiaki Koike-Akino, Xiaoming Liu, Chen Feng

* Accepted to CVPR 2020 

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GraphChallenge.org Sparse Deep Neural Network Performance


Apr 06, 2020
Jeremy Kepner, Simon Alford, Vijay Gadepally, Michael Jones, Lauren Milechin, Albert Reuther, Ryan Robinett, Sid Samsi

* 7 pages, 7 figures, 80 references, to be submitted to IEEE HPEC 2020. This work reports new updated results on prior work reported in arXiv:1909.05631. arXiv admin note: substantial text overlap with arXiv:1807.03165, arXiv:1708.02937. arXiv admin note: text overlap with arXiv:2003.09269 

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Sparse Deep Neural Network Graph Challenge


Sep 02, 2019
Jeremy Kepner, Simon Alford, Vijay Gadepally, Michael Jones, Lauren Milechin, Ryan Robinett, Sid Samsi

* 7 pages, 5 figures, 3 tables, 60 references, accepted to IEEE HPEC 2019. arXiv admin note: substantial text overlap with arXiv:1807.03165, arXiv:1708.02937, arXiv:1708.06866 

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Verification of Very Low-Resolution Faces Using An Identity-Preserving Deep Face Super-Resolution Network


Mar 26, 2019
Esra Ataer-Cansizoglu, Michael Jones, Ziming Zhang, Alan Sullivan


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Street Scene: A new dataset and evaluation protocol for video anomaly detection


Feb 15, 2019
Barathkumar Ramachandra, Michael Jones


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Online Coordinate Boosting


Oct 24, 2008
Raphael Pelossof, Michael Jones, Ilia Vovsha, Cynthia Rudin

* 9 pages, 4 figures 

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