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node-classification-on-citeseer-48-32-20

Node Classification
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PaperCode1:1 AccuracyAccuracyModelNameReleaseDate
Geom-GCN: Geometric Graph Convolutional Networks✓ Link78.02 ± 1.15Geom-GCN2020-02-13
Revisiting Heterophily For Graph Neural Networks✓ Link77.67 ± 1.19ACM-GCN+2022-10-14
Revisiting Heterophily For Graph Neural Networks✓ Link77.46 ± 1.65ACM-GCN++2022-10-14
Finding Global Homophily in Graph Neural Networks When Meeting Heterophily✓ Link77.41 ± 1.65GloGNN2022-05-15
Simple and Deep Graph Convolutional Networks✓ Link77.33 ± 1.48GCNII2020-07-04
Finding Global Homophily in Graph Neural Networks When Meeting Heterophily✓ Link77.22 ± 1.78GloGNN++2022-05-15
Revisiting Heterophily For Graph Neural Networks✓ Link77.2 ± 1.61ACMII-GCN+2022-10-14
Revisiting Heterophily For Graph Neural Networks✓ Link77.15 ± 1.45ACMII-GCN2022-10-14
Two Sides of the Same Coin: Heterophily and Oversmoothing in Graph Convolutional Neural Networks✓ Link77.14 ± 1.45GGCN2021-02-12
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs✓ Link77.14 ± 1.85Diag-NSD2022-02-09
Adaptive Universal Generalized PageRank Graph Neural Network✓ Link77.13 ± 1.67GPRGCN2020-06-14
Revisiting Heterophily For Graph Neural Networks✓ Link77.12 ± 1.58ACMII-GCN++2022-10-14
Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs✓ Link77.11 ± 1.57H2GCN2020-06-20
Beyond Low-frequency Information in Graph Convolutional Networks✓ Link77.07 ± 2.05FAGCN2021-01-04
Breaking the Limit of Graph Neural Networks by Improving the Assortativity of Graphs with Local Mixing Patterns✓ Link76.81 ± 1.89WRGAT2021-06-11
Revisiting Heterophily For Graph Neural Networks✓ Link76.73 ± 1.59ACM-SGC-12022-10-14
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs✓ Link76.70 ± 1.57O(d)-NSD2022-02-09
Revisiting Heterophily For Graph Neural Networks✓ Link76.59 ± 1.69ACM-SGC-22022-10-14
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs✓ Link76.32 ± 1.65Gen-NSD2022-02-09
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing✓ Link76.26 ± 1.33MixHop2019-04-30
Non-Local Graph Neural Networks✓ Link76.2 ± 1.6NLGAT 2020-05-29
Non-Local Graph Neural Networks✓ Link75.2 ± 1.4NLGCN 2020-05-29
Addressing Heterophily in Node Classification with Graph Echo State Networks✓ Link74.51 ± 2.14GESN2023-05-14
Non-Local Graph Neural Networks✓ Link73.4 ± 1.9NLMLP 2020-05-29
Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods✓ Link73.19 ± 0.99LINKX2021-10-27
GREAD: Graph Neural Reaction-Diffusion Networks✓ Link77.53GREAD-BS2022-11-25
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