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Hui Zhong

3 accepted papers

2022

Simple and Effective Relation-based Embedding Propagation for Knowledge Representation Learning

IJCAI 2022poster

Relational graph neural networks have garnered particular attention to encode graph context in knowledge graphs (KGs). Although they achieved competitive performance on small KGs, how to efficiently and effectively utilize graph context for large KGs remains an open problem. To this end, we propose…

2021

Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification

IJCAI 2021poster

Graph neural network (GNN) and label propagation algorithm (LPA) are both message passing algorithms, which have achieved superior performance in semi-supervised classification. GNN performs feature propagation by a neural network to make predictions, while LPA uses label propagation across graph ad…