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Understanding Cache Boundness of ML Operators on ARM Processors

Feb 01, 2021
Bernhard Klein, Christoph Gratl, Manfred Mücke, Holger Fröning

* published at the HiPEAC 2021 Conference, at the 3rd Workshop on Accelerated Machine Learning (AccML) 

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On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks

Oct 22, 2020
Wolfgang Roth, Günther Schindler, Holger Fröning, Franz Pernkopf

* Accepted at ICPR 2020 

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Resource-Efficient Speech Mask Estimation for Multi-Channel Speech Enhancement

Jul 22, 2020
Lukas Pfeifenberger, Matthias Zöhrer, Günther Schindler, Wolfgang Roth, Holger Fröning, Franz Pernkopf

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On the Difficulty of Designing Processor Arrays for Deep Neural Networks

Jun 24, 2020
Kevin Stehle, Günther Schindler, Holger Fröning

* 12 pages, 6 figures 

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A Simple Model for Portable and Fast Prediction of Execution Time and Power Consumption of GPU Kernels

Jan 20, 2020
Lorenz Braun, Sotirios Nikas, Chen Song, Vincent Heuveline, Holger Fröning

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Resource-Efficient Neural Networks for Embedded Systems

Jan 07, 2020
Wolfgang Roth, Günther Schindler, Matthias Zöhrer, Lukas Pfeifenberger, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf, Zoubin Ghahramani

* arXiv admin note: text overlap with arXiv:1812.02240 

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