69 citations · 206 across the 12 of their papers we have counts for
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cs.LG2018★ 13 cited
Scalable Unbalanced Optimal Transport using Generative Adversarial Networks
Karren D. Yang, Caroline Uhler
Generative adversarial networks (GANs) are an expressive class of neural generative models with tremendous success in modeling high-dimensional continuous measures. In this paper,…
stat.ME2018★ 29 cited
Characterizing and Learning Equivalence Classes of Causal DAGs under Interventions
Karren D. Yang, Abigail Katcoff, Caroline Uhler
We consider the problem of learning causal DAGs in the setting where both observational and interventional data is available. This setting is common in biology, where gene regulato…