Search Results for author: Ruigang Zheng

Found 2 papers, 2 papers with code

Data-Adaptive Graph Framelets with Generalized Vanishing Moments for Graph Signal Processing

1 code implementation7 Sep 2023 Ruigang Zheng, Xiaosheng Zhuang

In this paper, we propose a novel and general framework to construct tight framelet systems on graphs with localized supports based on hierarchical partitions.

Denoising

Permutation Equivariant Graph Framelets for Heterophilous Graph Learning

1 code implementation7 Jun 2023 Jianfei Li, Ruigang Zheng, Han Feng, Ming Li, Xiaosheng Zhuang

The nature of heterophilous graphs is significantly different from that of homophilous graphs, which causes difficulties in early graph neural network models and suggests aggregations beyond the 1-hop neighborhood.

Graph Learning

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