127 citations · 278 across the 14 of their papers we have counts for
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cs.LG2017
On the Limits of Learning Representations with Label-Based Supervision
Jiaming Song, Russell Stewart, Shengjia Zhao +1
Advances in neural network based classifiers have transformed automatic feature learning from a pipe dream of stronger AI to a routine and expected property of practical systems. S…
cs.LG2017★ 127 cited
Towards Deeper Understanding of Variational Autoencoding Models
Shengjia Zhao, Jiaming Song, Stefano Ermon
We propose a new family of optimization criteria for variational auto-encoding models, generalizing the standard evidence lower bound. We provide conditions under which they recove…