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It's weird - it's a reasonably well known technique, but there's no single paper which captures it all. I usually point at Zero-Shot Learning Through Cross-Modal Transfer[1], which kind of captures the essence, but it's from 2013 and on image/text embedding instead of graphs.

The authors (Richard Socher, Ganjoo, Chris Manning, Andrew Ng) are fairly well credentialed though, so it's usually enough to convince people it is worth thinking about at least.

[1] https://nlp.stanford.edu/~socherr/SocherGanjooManningNg_NIPS...



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