335 citations · 1.6k across the 27 of their papers we have counts for
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cs.LG2019★ 32 cited
The Functional Neural Process
Christos Louizos, Xiahan Shi, Klamer Schutte +1
We present a new family of exchangeable stochastic processes, the Functional Neural Processes (FNPs). FNPs model distributions over functions by learning a graph of dependencies on…
stat.ML2019★ 87 cited
DIVA: Domain Invariant Variational Autoencoders
Maximilian Ilse, Jakub M. Tomczak, Christos Louizos +1
We consider the problem of domain generalization, namely, how to learn representations given data from a set of domains that generalize to data from a previously unseen domain. We…