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Has there been any recent progress on GCNs or similar for embedding graphs rather than nodes?
by jesseab 7y ago
Has there been any recent progress on GCNs or similar for embedding graphs rather than nodes?
- wjn0 7y agoYes. This problem is of particular importance in drug response prediction, where small molecules are represented as graphs where the atoms are nodes and the bonds are edges. These are difficult to work with because of the variability in the number of nodes. [1] https://arxiv.org/abs/1509.09292 https://arxiv.org/abs/1509.09292 [2] https://arxiv.org/abs/1603.00856 https://arxiv.org/abs/1603.00856 [3] http://proceedings.mlr.press/v48/niepert16.html http://proceedings.mlr.press/v48/niepert16.html [4] https://persagen.com/files/misc/xu2017seq2seq.pdf https://persagen.com/files/misc/xu2017seq2seq.pdf (PDF)