OpenCodePapers

node-classification-on-cora-48-32-20-fixed

Node Classification
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PaperCode1:1 AccuracyAccuracyModelNameReleaseDate
Non-Local Graph Neural Networks✓ Link88.5 ± 1.8NLGAT 2020-05-29
Simple and Deep Graph Convolutional Networks✓ Link88.37 ± 1.25GCNII2020-07-04
Finding Global Homophily in Graph Neural Networks When Meeting Heterophily✓ Link88.33 ± 1.09GloGNN++2022-05-15
Finding Global Homophily in Graph Neural Networks When Meeting Heterophily✓ Link88.31 ± 1.13GloGNN2022-05-15
Revisiting Heterophily For Graph Neural Networks✓ Link88.25 ± 0.96ACMII-GCN++2022-10-14
Breaking the Limit of Graph Neural Networks by Improving the Assortativity of Graphs with Local Mixing Patterns✓ Link88.20 ± 2.26WRGAT2021-06-11
Revisiting Heterophily For Graph Neural Networks✓ Link88.19 ± 1.17ACMII-GCN+2022-10-14
Revisiting Heterophily For Graph Neural Networks✓ Link88.11 ± 0.96ACM-GCN++2022-10-14
Non-Local Graph Neural Networks✓ Link88.1 ± 1.0NLGCN 2020-05-29
Beyond Low-frequency Information in Graph Convolutional Networks✓ Link88.05 ± 1.57FAGCN2021-01-04
Revisiting Heterophily For Graph Neural Networks✓ Link88.05 ± 0.99ACM-GCN+2022-10-14
Revisiting Heterophily For Graph Neural Networks✓ Link88.01 ± 1.08ACMII-GCN2022-10-14
Adaptive Universal Generalized PageRank Graph Neural Network✓ Link87.95 ± 1.18GPRGCN2020-06-14
Two Sides of the Same Coin: Heterophily and Oversmoothing in Graph Convolutional Neural Networks✓ Link87.95 ± 1.05GGCN2021-02-12
Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs✓ Link87.87 ± 1.20H2GCN2020-06-20
Revisiting Heterophily For Graph Neural Networks✓ Link87.69 ± 1.07ACM-SGC-22022-10-14
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing✓ Link87.61 ± 0.85MixHop2019-04-30
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs✓ Link87.30 ± 1.15Gen-NSD2022-02-09
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs✓ Link87.14 ± 1.06Diag-NSD2022-02-09
Revisiting Heterophily For Graph Neural Networks✓ Link86.9 ± 1.38ACM-SGC-12022-10-14
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs✓ Link86.90 ± 1.13O(d)-NSD2022-02-09
Addressing Heterophily in Node Classification with Graph Echo State Networks✓ Link86.04 ± 1.01GESN2023-05-14
Geom-GCN: Geometric Graph Convolutional Networks✓ Link85.35 ± 1.57Geom-GCN2020-02-13
Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods✓ Link84.64 ± 1.13LINKX2021-10-27
Non-Local Graph Neural Networks✓ Link76.9 ± 1.8NLMLP 2020-05-29
GREAD: Graph Neural Reaction-Diffusion Networks✓ Link88.39GREAD-BS2022-11-25
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