16 citations · 29 across the 3 of their papers we have counts for
Showing 2019Show all
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cs.LG2019★ 8 cited
Disentangled Representation Learning with Wasserstein Total Correlation
Yijun Xiao, William Yang Wang
Unsupervised learning of disentangled representations involves uncovering of different factors of variations that contribute to the data generation process. Total correlation penal…
cs.CL2019
Text Modeling with Syntax-Aware Variational Autoencoders
Yijun Xiao, William Yang Wang
Syntactic information contains structures and rules about how text sentences are arranged. Incorporating syntax into text modeling methods can potentially benefit both representati…