10.8k citations · 13.2k across the 8 of their papers we have counts for
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cs.LG2016★ 247 cited
Hierarchical Multiscale Recurrent Neural Networks
Junyoung Chung, Sungjin Ahn, Yoshua Bengio
Learning both hierarchical and temporal representation has been among the long-standing challenges of recurrent neural networks. Multiscale recurrent neural networks have been cons…
cs.LG2015★ 673 cited
A Recurrent Latent Variable Model for Sequential Data
Junyoung Chung, Kyle Kastner, Laurent Dinh +3
In this paper, we explore the inclusion of latent random variables into the dynamic hidden state of a recurrent neural network (RNN) by combining elements of the variational autoen…