pyg-team / pytorch_geometric

Graph Neural Network Library for PyTorch
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Request to implement Attri2vec #9688

Open theredchild opened 2 weeks ago

theredchild commented 2 weeks ago

🚀 The feature, motivation and pitch

I would like to implement the paper Attributed Network Embedding via Subspace Discovery by Zhang et al.

Image

This paper proposes a unified framework for attributed network embedding, Attri2vec, that learns node-embeddings by discovering a latent node attribute subspace via a network structure guided transformation performed on the original attribute space. The resultant latent subspace can respect network structure in a more consistent way towards learning high-quality node representations. Unlike other structure-aware node-embedding methods, this approach does not rely on message passing mechanism and hence very scalable.

Alternatives

Attri2vec is currently implemented in Stellargraph, which is based on Tensorflow.

Additional context

No response

theredchild commented 2 weeks ago

@akihironitta can I be assigned to this issue?