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Workshop

Towards Variational Generation of Small Graphs

Martin Simonovsky · Nikos Komodakis

East Meeting Level 8 + 15 #21

Thu 3 May, 11 a.m. PDT

In this paper we propose a generative model for graphs formulated as a variational autoencoder. We sidestep hurdles associated with linearization of graphs by having the decoder output a probabilistic fully-connected graph of a predefined maximum size directly at once. We evaluate on the challenging task of molecule generation.

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