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In this short note, we present an extension of long short-term memory (LSTM) neural networks to using a depth gate to connect memory cells of adjacent layers.
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S. Hochreiter and J. Schmidhuber, · 1997
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F. A. Gers, J. Schmidhuber, and F. Cummins, · 1999
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T. Mikolov, M. Karafiat, L. Burget, J. Cernocky, and S. Khudanpur, · 2010
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Cited alongside, same era.
“Imagenet classification with deep convolution neural networks,”
A Krizhevsky, I Sutskever, and G Hinton, · 2012
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“Generating sequences with recurrent neural networks,”
A. Graves, · 2013
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“How to construct deep recurrent neural networks,”
R. Pascanu, C. Gulcehre, K. Cho, and Y. Bengio, · 2013
Cited alongside, same era.
“On the properties of neural machine translation,”
K. Cho, B. van Merrienboer, D. Bahdanau, and Y. Bengio, · 2014
Cited alongside, same era.
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D. Bahdanau, K. Cho, and Y. Bengio, · 2014
Later among the works it cites.
“Sequence to sequence learning with neural networks,”
I. Sutskever, O. Vinyals, and Q.V. Le, · 2014
Later among the works it cites.
R. K. Srivastava, K. Greff, and Jurgen Schmidhuber, · 2015
Closest in time.
“Grid long short-term memory,”
Nal Kalchbrenner, Ivo Danihelka, and Alex Graves, · 2015
Closest in time.
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