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2003.01821
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HyperEmbed: Tradeoffs Between Resources and Performance in NLP Tasks with Hyperdimensional Computing enabled Embedding of n-gram Statistics
3 March 2020
Pedro Alonso
Kumar Shridhar
Denis Kleyko
Evgeny Osipov
Marcus Liwicki
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Papers citing
"HyperEmbed: Tradeoffs Between Resources and Performance in NLP Tasks with Hyperdimensional Computing enabled Embedding of n-gram Statistics"
15 / 15 papers shown
Title
Generalized Learning Vector Quantization for Classification in Randomized Neural Networks and Hyperdimensional Computing
Cameron Diao
Denis Kleyko
J. Rabaey
Bruno A. Olshausen
38
26
0
17 Jun 2021
Hyperdimensional Computing for Efficient Distributed Classification with Randomized Neural Networks
A. Rosato
Massimo Panella
Denis Kleyko
47
18
0
02 Jun 2021
End to End Binarized Neural Networks for Text Classification
Harshil Jain
Akshat Agarwal
Kumar Shridhar
Denis Kleyko
MQ
40
27
0
11 Oct 2020
Variable Binding for Sparse Distributed Representations: Theory and Applications
E. P. Frady
Denis Kleyko
Friedrich T. Sommer
34
56
0
14 Sep 2020
Text Classification with Few Examples using Controlled Generalization
A. Mahabal
Jason Baldridge
Burcu Karagol Ayan
Vincent Perot
Dan Roth
OOD
AI4CE
31
11
0
18 May 2020
Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks
Denis Kleyko
Mansour Kheffache
E. P. Frady
U. Wiklund
Evgeny Osipov
31
45
0
19 Sep 2019
Energy and Policy Considerations for Deep Learning in NLP
Emma Strubell
Ananya Ganesh
Andrew McCallum
46
2,633
0
05 Jun 2019
Subword Semantic Hashing for Intent Classification on Small Datasets
Kumar Shridhar
Ayushman Dash
Amit Sahu
G. Pihlgren
Pedro Alonso
Vinay Pondeknath
Gyorgy Kovács
Fotini Simistira
Marcus Liwicki
36
32
0
16 Oct 2018
Neural Random Projections for Language Modelling
Davide Nunes
Luis M. Antunes
16
4
0
02 Jul 2018
A theory of sequence indexing and working memory in recurrent neural networks
E. P. Frady
Denis Kleyko
Friedrich T. Sommer
25
100
0
28 Feb 2018
Integer Echo State Networks: Efficient Reservoir Computing for Digital Hardware
Denis Kleyko
E. P. Frady
Mansour Kheffache
Evgeny Osipov
52
37
0
01 Jun 2017
Enriching Word Vectors with Subword Information
Piotr Bojanowski
Edouard Grave
Armand Joulin
Tomas Mikolov
NAI
SSL
VLM
187
9,924
0
15 Jul 2016
Bag of Tricks for Efficient Text Classification
Armand Joulin
Edouard Grave
Piotr Bojanowski
Tomas Mikolov
VLM
87
4,596
0
06 Jul 2016
Holographic Graph Neuron: a Bio-Inspired Architecture for Pattern Processing
Denis Kleyko
Evgeny Osipov
A. Senior
Asad I. Khan
Y. Şekercioğlu
30
69
0
15 Jan 2015
Efficient Estimation of Word Representations in Vector Space
Tomas Mikolov
Kai Chen
G. Corrado
J. Dean
3DV
534
31,406
0
16 Jan 2013
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