DOI: 10.23919/date.2017.7926982. Adaptive weight compression for memory-efficient neural networks

Adaptive weight compression for memory-efficient neural networks

10.23919/date.2017.7926982

Crossref proceedings-article

IEEE

Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017 (263)

Bibliography

Ko, J. H., Kim, D., Na, T., Kung, J., & Mukhopadhyay, S. (2017). Adaptive weight compression for memory-efficient neural networks. Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017, 199â204.

Authors 5

Jong Hwan Ko (first)
Duckhwan Kim (additional)
Taesik Na (additional)
Jaeha Kung (additional)
Saibal Mukhopadhyay (additional)

References 25 Referenced 26

{'key': 'ref10', 'article-title': 'Low Precision Storage for Deep Learning', 'author': 'courbariaux', 'year': '2015', 'journal-title': 'ICLRE'} / ICLRE / Low Precision Storage for Deep Learning by courbariaux (2015)
{'journal-title': 'Introduction to the Theory of Neural Computation', 'year': '1991', 'author': 'hertz', 'key': 'ref11'} / Introduction to the Theory of Neural Computation by hertz (1991)
{'key': 'ref12', 'article-title': 'Low-Rank Matrix Factorization for Deep Neural Network Training With High-Dimensional Output Targets', 'author': 'tara', 'year': '2013', 'journal-title': 'ICASSP'} / ICASSP / Low-Rank Matrix Factorization for Deep Neural Network Training With High-Dimensional Output Targets by tara (2013)
10.1109/ISSCC.2016.7418007
10.1145/1830483.1830596
10.1145/2939672.2939839
10.1145/2897937.2898092
10.1109/ISLPED.2015.7273495
{'journal-title': 'Digital compression and coding of continuous-tone still images JPEG File Interchange Format (JFIF)', 'year': '0', 'key': 'ref18'} / Digital compression and coding of continuous-tone still images JPEG File Interchange Format (JFIF) (0)
10.1006/jvci.1993.1025
{'key': 'ref4', 'article-title': 'Deep Compression - Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding', 'author': 'han', 'year': '2016', 'journal-title': 'ICLRE'} / ICLRE / Deep Compression - Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding by han (2016)
10.1109/CVPR.2016.456
{'journal-title': 'DDR3 SDRAM JESD79-3F', 'year': '0', 'key': 'ref6'} / DDR3 SDRAM JESD79-3F (0)
{'journal-title': 'The MNIST database', 'year': '0', 'key': 'ref5'} / The MNIST database (0)
10.1145/2934583.2934626
{'key': 'ref7', 'article-title': 'Neurocube: A Programmable Digital Neuromorphic Architecture with High-Density 3D Memory', 'author': 'kim', 'year': '2016', 'journal-title': 'ISCA'} / ISCA / Neurocube: A Programmable Digital Neuromorphic Architecture with High-Density 3D Memory by kim (2016)
10.3850/9783981537079_0819 / DATE / Conditional Deep Learning for Energy-Efficient and Enhanced Pattern Recognition Priyadarshini by panda (2016)
{'key': 'ref9', 'first-page': '9', 'author': 'courbariaux', 'year': '2016', 'journal-title': 'BinaryNet Training Deep Neural Networks with Weights and Activations Constrained to +1 or ?1'} / BinaryNet Training Deep Neural Networks with Weights and Activations Constrained to +1 or ?1 by courbariaux (2016)
{'key': 'ref1', 'first-page': '1', 'article-title': 'ImageNet Classification with Deep Convolutional Neural Networks', 'author': 'krizhevsky', 'year': '2012', 'journal-title': 'Adv Neural Inf Process Syst'} / Adv Neural Inf Process Syst / ImageNet Classification with Deep Convolutional Neural Networks by krizhevsky (2012)
10.1109/CISP.2012.6469992
{'journal-title': 'CNAE-9 Dataset', 'year': '0', 'key': 'ref22'} / CNAE-9 Dataset (0)
10.1155/2013/926830
{'journal-title': 'SD Specifications Version 4 10', 'year': '0', 'key': 'ref24'} / SD Specifications Version 4 10 (0)
{'key': 'ref23', 'article-title': 'Reading digits in natural images with unsupervised feature learning', 'author': 'netzer', 'year': '2011', 'journal-title': 'NIPS'} / NIPS / Reading digits in natural images with unsupervised feature learning by netzer (2011)
10.1145/2366231.2337164

Dates

Type	When
Created	8 years, 3 months ago (May 15, 2017, 12:34 p.m.)
Deposited	5 years, 11 months ago (Sept. 24, 2019, 9:38 a.m.)
Indexed	2 months ago (June 30, 2025, 10:04 a.m.)
Issued	8 years, 6 months ago (March 1, 2017)
Published	8 years, 6 months ago (March 1, 2017)
Published Print	8 years, 6 months ago (March 1, 2017)

Funders 0

None

BibTeX

@inproceedings{Ko_2017, title={Adaptive weight compression for memory-efficient neural networks}, url={http://dx.doi.org/10.23919/date.2017.7926982}, DOI={10.23919/date.2017.7926982}, booktitle={Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017}, publisher={IEEE}, author={Ko, Jong Hwan and Kim, Duckhwan and Na, Taesik and Kung, Jaeha and Mukhopadhyay, Saibal}, year={2017}, month=mar, pages={199–204} }

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