281 citations · 654 across the 17 of their papers we have counts for
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cs.LG2017
Efficient Correlated Topic Modeling with Topic Embedding
Junxian He, Zhiting Hu, Taylor Berg-Kirkpatrick +2
Correlated topic modeling has been limited to small model and problem sizes due to their high computational cost and poor scaling. In this paper, we propose a new model which learn…
cs.NE2017★ 93 cited
Improved Variational Autoencoders for Text Modeling using Dilated Convolutions
Zichao Yang, Zhiting Hu, Ruslan Salakhutdinov +1
Recent work on generative modeling of text has found that variational auto-encoders (VAE) incorporating LSTM decoders perform worse than simpler LSTM language models (Bowman et al.…