Bit-Pragmatic Deep Neural Network Computing.

AllBooks Images News Maps Videos Shopping

[1610.06920] Bit-pragmatic Deep Neural Network Computing - arXiv

Oct 20, 2016 · Abstract:We quantify a source of ineffectual computations when processing the multiplications of the convolutional layers in Deep Neural ...

Bit-Pragmatic Deep Neural Network Computing - IEEE Xplore

ieeexplore.ieee.org › document

We propose Pragmatic (PRA), a massively data-parallel architecture that eliminates most of the ineffectual computations on-the-fly, improving performance and ...

Scholarly articles for Bit-Pragmatic Deep Neural Network Computing.

scholar.google.com › citations

Bit-pragmatic deep neural network computing
Albericio · Cited by 289

Bit-pragmatic deep neural network computing - ACM Digital Library

dl.acm.org › doi

We propose Pragmatic (PRA), a massively data-parallel architecture that eliminates most of the ineffectual computations on-the-fly, improving performance and ...

[PDF] BIT-PRAGMATIC DEEP NEURAL NETWORK COMPUT - OpenReview

openreview.net › pdf

We quantify a source of ineffectual computations when processing the multiplica- tions of the convolutional layers in Deep Neural Networks (DNNs) and ...

Bit-Pragmatic Deep Neural Network Computing - OpenReview

openreview.net › forum

Jul 21, 2022 · Abstract: We quantify a source of ineffectual computations when processing the multiplications of the convolutional layers in Deep Neural ...

Bit-Pragmatic Deep Neural Network Computing - Semantic Scholar

www.semanticscholar.org › paper › Bit-P...

This work proposes Pragmatic (PRA), a massively data-parallel architecture that eliminates most of the ineffectual computations on- the-fly, ...

[PDF] Bit-Pragmatic Deep Neural Network Computing - arXiv

arxiv.org › pdf

Oct 20, 2016 · Abstract—We quantify a source of ineffectual computations when processing the multiplications of the convolutional layers in. Deep Neural ...

[PDF] Bit-Pragmatic Deep Neural Network Computing

www.eecg.toronto.edu › pubs › pdfs

Oct 18, 2017 · ABSTRACT. Deep Neural Networks expose a high degree of parallelism, mak- ing them amenable to highly data parallel architectures. However,.

Bit-Pragmatic Deep Neural Network Computing

www.computer.org › csdl › micro

Deep Neural Networks expose a high degree of parallelism, making them amenable to highly data parallel architectures. However, data-parallel architectures ...

Lane Shared Bit-Pragmatic Deep Neural Network Computing ...

ieeexplore.ieee.org › abstract › document

Jul 8, 2020 · This brief proposes a lane shared bit-pragmatic architecture to address the synchronization induced performance bottleneck and hence further ...