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Link prediction about magnn HOT 4 CLOSED

siyongxu avatar siyongxu commented on June 3, 2024
Link prediction

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Comments (4)

cynricfu avatar cynricfu commented on June 3, 2024

For each metapath (i.e., MAGNN_metapath_specific), it has its own set of parameters, except for the relation vectors r_vec used for the relational rotation metapath encoder, which is unique and shared by all layers and modules.

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siyongxu avatar siyongxu commented on June 3, 2024

Hi, what I mean is that in MAGNN_lp_layer, parameters of user and item part are not shared because user and item are not the same type. However, should they shared if two target node are the same type such as user and user? It seems to be correct because they are symmetric in MAGNN‘s unsupervised loss.

image

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cynricfu avatar cynricfu commented on June 3, 2024

Oh, I misunderstood your question.
Yes, if the node type is the same for the two end nodes of the links you want to predict, then the parameters should be shared (or just use one MAGNN_ctr_ntype_specific for both ends).
My MAGNN_lp_layer did not consider this case. It needs to be adjusted for your mentioned scenario.

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siyongxu avatar siyongxu commented on June 3, 2024

Oh,yeah.Thanks for your reply. I've goi it.

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