183 citations · 521 across the 26 of their papers we have counts for
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stat.ML2021★ 2 cited
Identifiable Deep Generative Models via Sparse Decoding
Gemma E. Moran, Dhanya Sridhar, Yixin Wang +1
We develop the sparse VAE for unsupervised representation learning on high-dimensional data. The sparse VAE learns a set of latent factors (representations) which summarize the ass…
stat.ML2021★ 17 cited
Desiderata for Representation Learning: A Causal Perspective
Yixin Wang, Michael I. Jordan
Representation learning constructs low-dimensional representations to summarize essential features of high-dimensional data. This learning problem is often approached by describing…