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An Experimental Study of Reduced-Voltage Operation in Modern FPGAs for Neural Network Acceleration

May 04, 2020
Behzad Salami, Erhan Baturay Onural, Ismail Emir Yuksel, Fahrettin Koc, Oguz Ergin, Adrian Cristal Kestelman, Osman S. Unsal, Hamid Sarbazi-Azad, Onur Mutlu

* To appear in the DSN 2020 conference 

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EDEN: Enabling Energy-Efficient, High-Performance Deep Neural Network Inference Using Approximate DRAM

Oct 12, 2019
Skanda Koppula, Lois Orosa, Abdullah Giray Yağlıkçı, Roknoddin Azizi, Taha Shahroodi, Konstantinos Kanellopoulos, Onur Mutlu

* This work is to appear at MICRO 2019 

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The Non-IID Data Quagmire of Decentralized Machine Learning

Oct 01, 2019
Kevin Hsieh, Amar Phanishayee, Onur Mutlu, Phillip B. Gibbons


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Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning (Technical Report)

Mar 28, 2019
Zeke Wang, Kaan Kara, Hantian Zhang, Gustavo Alonso, Onur Mutlu, Ce Zhang

* PVLDB, 2019 
* 18 pages 

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Focus: Querying Large Video Datasets with Low Latency and Low Cost

Jan 10, 2018
Kevin Hsieh, Ganesh Ananthanarayanan, Peter Bodik, Paramvir Bahl, Matthai Philipose, Phillip B. Gibbons, Onur Mutlu


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