graphs-11

Graph-To-Graph Translation

3260 papers • 126 benchmarks • 313 datasets

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Most implemented papers

Learning Multimodal Graph-to-Graph Translation for Molecular Optimization

Kevin Yang, Wengong Jin, T. Jaakkola, R. Barzilay•Wed Sep 26 2018

Diverse output distributions in the model are explicitly realized by low-dimensional latent vectors that modulate the translation process and show that the model outperforms previous state-of-the-art baselines.

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Hierarchical Graph-to-Graph Translation for Molecules

Wengong Jin, T. Jaakkola, R. Barzilay•Tue Sep 24 2019

This work substantially extends prior state-of-the-art on graph-to-graph translation methods for molecular optimization and realizes coherent multi-resolution representations by interweaving the encoding of substructure components with the atom-level encoding of the original molecular graph.

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