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Dropout hidden-to-hidden transition within an RNN #13103

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moisestg opened this issue Sep 17, 2017 · 9 comments
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Dropout hidden-to-hidden transition within an RNN #13103

moisestg opened this issue Sep 17, 2017 · 9 comments
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stat:awaiting tensorflower Status - Awaiting response from tensorflower type:feature Feature requests

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@moisestg
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DropoutWrapper allows to apply dropout to either the cell's inputs, outputs or states. However, I haven't seen an option to do the same thing for the recurrent weights of the cell (for example, 4 out of the 8 different matrices used in the original LSTM formulation). I specifically refer to the hidden-to-hidden transition within an RNN. Take as an example Section 2 from https://arxiv.org/abs/1708.02182

@moisestg moisestg changed the title Dropout for LSTM recurrent weights in tensorflow Dropout hidden-to-hidden transition within an RNN Sep 17, 2017
@angerson angerson added the type:feature Feature requests label Nov 7, 2017
@angerson
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angerson commented Nov 7, 2017

@ebrevdo, can you take a look at this?

@angerson angerson added the stat:awaiting tensorflower Status - Awaiting response from tensorflower label Nov 7, 2017
@tensorflowbutler
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It has been 14 days with no activity and the awaiting tensorflower label was assigned. Please update the label and/or status accordingly.

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@tensorflowbutler
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It has been 14 days with no activity and the awaiting tensorflower label was assigned. Please update the label and/or status accordingly.

@tensorflowbutler
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Nagging Awaiting TensorFlower: It has been 14 days with no activity and the awaiting tensorflower label was assigned. Please update the label and/or status accordingly.

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@tensorflowbutler
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Nagging Awaiting TensorFlower: It has been 14 days with no activity and the awaiting tensorflower label was assigned. Please update the label and/or status accordingly.

@ebrevdo
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ebrevdo commented Feb 8, 2018

I believe we support this now.

@ebrevdo ebrevdo closed this as completed Feb 8, 2018
@vivekverma239
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@ebrevdo Can you please comment which Tensorflow function supports this ?

@ebrevdo
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ebrevdo commented Jul 3, 2018 via email

@maozezhong
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@ebrevdo Can DropoutWrapper achieve DropConnect?
DropConnect is refered as : http://yann.lecun.com/exdb/publis/pdf/wan-icml-13.pdf

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