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Implement Learnable Structural Positional Encoding (LSPE) #190

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zsz00 opened this issue Jun 20, 2022 · 2 comments
Closed

Implement Learnable Structural Positional Encoding (LSPE) #190

zsz00 opened this issue Jun 20, 2022 · 2 comments

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@zsz00
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zsz00 commented Jun 20, 2022

Since GNN lack of canonical positional information, it reduces the expressiveness of a GNN model and cannot reach ideal task performance. It is a must to support positional encoding for GNN model. Thus, it is a analog to Transformer model.

Learnable Structural Positional Encoding (LSPE) supports positional encoding learning from message-passing network.

Ref.
Graph Neural Networks with Learnable Structural and Positional Representations
https://github.com/vijaydwivedi75/gnn-lspe

@CarloLucibello
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@CarloLucibello
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Closed in #273

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