15 citations · 44 across the 8 of their papers we have counts for
Showing 2017 · stat.MLShow all
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stat.ML2017★ 6 cited
Learning a Generative Model for Validity in Complex Discrete Structures
David Janz, Jos van der Westhuizen, Brooks Paige +2
Deep generative models have been successfully used to learn representations for high-dimensional discrete spaces by representing discrete objects as sequences and employing powerfu…
stat.ML2017★ 15 cited
Actively Learning what makes a Discrete Sequence Valid
David Janz, Jos van der Westhuizen, José Miguel Hernández-Lobato
Deep learning techniques have been hugely successful for traditional supervised and unsupervised machine learning problems. In large part, these techniques solve continuous optimiz…