furukawa-ai / deeplearning_papers

AI論文読みメモ
26 stars 0 forks source link

Depthwise Separable Convolutions for Neural Machine Translation #45

Closed msrks closed 1 year ago

msrks commented 7 years ago

https://arxiv.org/pdf/1706.03059.pdf

概要: xceptionやmobilenetで使われた depse-wise-convolutionを 1D-convにも適用し(語順方向とchannel方向にseparatable) それをencoder、decoderに使うことで、NMTでSOTA

ichikawa-y commented 7 years ago

参考情報: Kerasの作者@fcholletさんのCVPR'17論文XceptionとGoogleのMobileNets論文を読んだ http://qiita.com/yu4u/items/34cd33b944d8bdca142d

msrks commented 7 years ago

implementation of slicenet in tensorflow https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/models/slicenet.py

msrks commented 7 years ago

timing signal https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/models/common_layers.py#L908