2024 "semi-supervised node classification" Papers

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NodeMixup: Tackling Under-Reaching for Graph Neural Networks

Weigang Lu, Ziyu Guan, Wei Zhao et al.

AAAI 2024paperarXiv:2312.13032
24
citations

Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks

Haixiao Wang, Zhichao Wang

ICML 2024poster

Revisiting Graph-Based Fraud Detection in Sight of Heterophily and Spectrum

Fan Xu, Nan Wang, Hao Wu et al.

AAAI 2024paperarXiv:2312.06441

Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification

Sonny Achten, Francesco Tonin, Panagiotis Patrinos et al.

AAAI 2024paperarXiv:2301.13764
5
citations

What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding

Hongkang Li, Meng Wang, Tengfei Ma et al.

ICML 2024poster