Search Results for author: Yilin He

Found 2 papers, 1 papers with code

A Variational Edge Partition Model for Supervised Graph Representation Learning

1 code implementation7 Feb 2022 Yilin He, Chaojie Wang, Hao Zhang, Bo Chen, Mingyuan Zhou

This paper introduces a graph generative process to model how the observed edges are generated by aggregating the node interactions over a set of overlapping node communities, each of which contributes to the edges via a logical OR mechanism.

Classification Graph Representation Learning +1

Edge Partition Modulated Graph Convolutional Networks

no code implementations29 Sep 2021 Yilin He, Chaojie Wang, Hao Zhang, Bo Chen, Mingyuan Zhou

In this paper, we introduce a relational graph generative process to model how the observed edges are generated by aggregating the node interactions over multiple overlapping node communities, each of which represents a particular type of relation that contributes to the edges via a logical OR mechanism.

Relation Variational Inference

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