pyg-team/pytorch_geometric

Request to implement Attri2vec

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#9,688 建立於 2024年10月3日

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描述

🚀 The feature, motivation and pitch

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

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

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