ProtoGNN: Prototype-Assisted Message Passing Framework for Non-Homophilous Graphs

[PDF] arxiv.org

The heterophilic graph learning handbook: Benchmarks, models, theoretical analysis, applications and challenges

S Luan, C Hua, Q Lu, L Ma, L Wu, X Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
Homophily principle,\ie {} nodes with the same labels or similar attributes are more likely to
be connected, has been commonly believed to be the main reason for the superiority of …
被引用次数：19 相关文章 所有 3 个版本

Robust Heterophily Graph Learning via Uniformity Augmentation

X Yang, Z Chen, Y Zou - Proceedings of the 33rd ACM International …, 2024 - dl.acm.org
Graphs serve as fundamental representations for a diverse array of complex systems,
capturing intricate relationships and interactions between entities. In many real-world …
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