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Initialize with node features

Open kmichael08 opened this issue 3 years ago • 2 comments

Is it possible to leverage the information of the node features, e.g. initialize the embeddings?

kmichael08 avatar Mar 15 '21 23:03 kmichael08

Hi Michał, nice to hear from you :) It makes sense to initialize Cleora with precomputed node features instead of random initialization. This way, the obtained node embeddings will keep the information prior induced by the initial embeddings. During training, graph-based knowledge will be additionally incorporated within the embeddings. You can attempt to load precomputed vectors as input, or wait for our implementation of easy custom embedding loading which is due in April :)

barbara3430 avatar Mar 18 '21 15:03 barbara3430

Great, thanks! Looking forward to seeing this feature :)

kmichael08 avatar Apr 14 '21 15:04 kmichael08