ML Research Wiki / Benchmarks / Node Classification / PubMed (48%/32%/20% fixed splits)

PubMed (48%/32%/20% fixed splits)

Node Classification Benchmark

Performance Over Time

📊 Showing 26 results | 📏 Metric: 1:1 Accuracy

Top Performing Models

Rank	Model	Paper	1:1 Accuracy	Date	Code
1	GREAD-BS	GREAD: Graph Neural Reaction-Diffusion Networks	90.21	2022-11-25	📦 jeongwhanchoi/gread
2	GCNII	Simple and Deep Graph Convolutional Networks	0.00	2020-07-04	📦 chennnM/GCNII 📦 chennnM/GCNII 📦 zhanglab-aim/cancer-net 📦 tyxxzjpdez/GCNII-DropGroups
3	Geom-GCN	Geom-GCN: Geometric Graph Convolutional Networks	0.00	2020-02-13	📦 bingzhewei/geom-gcn 📦 graphdml-uiuc-jlu/geom-gcn 📦 alexfanjn/geomgcn_pyg 📦 KAIDI3270/Geom_GCN_pytorch_implementation
4	ACMII-GCN	Revisiting Heterophily For Graph Neural Networks	0.00	2022-10-14	📦 SitaoLuan/ACM-GNN
5	ACM-GCN+	Revisiting Heterophily For Graph Neural Networks	0.00	2022-10-14	📦 SitaoLuan/ACM-GNN
6	ACMII-GCN+	Revisiting Heterophily For Graph Neural Networks	0.00	2022-10-14	📦 SitaoLuan/ACM-GNN
7	ACMII-GCN++	Revisiting Heterophily For Graph Neural Networks	0.00	2022-10-14	📦 SitaoLuan/ACM-GNN
8	ACM-GCN++	Revisiting Heterophily For Graph Neural Networks	0.00	2022-10-14	📦 SitaoLuan/ACM-GNN
9	GloGNN	Finding Global Homophily in Graph Neural Networks When Meeting Heterophily	0.00	2022-05-15	📦 recklessronan/glognn
10	H2GCN	Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs	0.00	2020-06-20	📦 GemsLab/H2GCN 📦 GitEventhandler/H2GCN-PyTorch 📦 sxwee/GNNsIMPL 📦 kdd-submitter/on_local_aggregation

All Papers (26)

GREAD: Graph Neural Reaction-Diffusion Networks

2022

GREAD-BS

jeongwhanchoi/gread

Simple and Deep Graph Convolutional Networks

2020

GCNII

chennnM/GCNII chennnM/GCNII

Geom-GCN: Geometric Graph Convolutional Networks

2020

Geom-GCN

bingzhewei/geom-gcn graphdml-uiuc-jlu/geom-gcn

Revisiting Heterophily For Graph Neural Networks

2022

ACMII-GCN

SitaoLuan/ACM-GNN

Revisiting Heterophily For Graph Neural Networks

2022

ACM-GCN+

SitaoLuan/ACM-GNN

Revisiting Heterophily For Graph Neural Networks

2022

ACMII-GCN+

SitaoLuan/ACM-GNN

Revisiting Heterophily For Graph Neural Networks

2022

ACMII-GCN++

SitaoLuan/ACM-GNN

Revisiting Heterophily For Graph Neural Networks

2022

ACM-GCN++

SitaoLuan/ACM-GNN

Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

2022

GloGNN

recklessronan/glognn

Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs

2020

H2GCN

GemsLab/H2GCN GitEventhandler/H2GCN-PyTorch

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs

2022

O(d)-NSD

twitter-research/neural-sheaf-diffusion

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs

2022

Diag-NSD

twitter-research/neural-sheaf-diffusion

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs

2022

Gen-NSD

twitter-research/neural-sheaf-diffusion

Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

2022

GloGNN++

recklessronan/glognn

Addressing Heterophily in Node Classification with Graph Echo State Networks

2023

GESN

dtortorella/addressing-heterophily-gesn

Two Sides of the Same Coin: Heterophily and Oversmoothing in Graph Convolutional Neural Networks

2021

GGCN

yujun-yan/heterophily_and_oversmoothing

Revisiting Heterophily For Graph Neural Networks

2022

ACM-SGC-2

SitaoLuan/ACM-GNN

Non-Local Graph Neural Networks

2020

NLGCN

divelab/Non-Local-GNN

Breaking the Limit of Graph Neural Networks by Improving the Assortativity of Graphs with Local Mixing Patterns

2021

WRGAT

susheels/gnns-and-local-assortativity

Revisiting Heterophily For Graph Neural Networks

2022

ACM-SGC-1

SitaoLuan/ACM-GNN

Non-Local Graph Neural Networks

2020

NLMLP

divelab/Non-Local-GNN

Non-Local Graph Neural Networks

2020

NLGAT

divelab/Non-Local-GNN

Beyond Low-frequency Information in Graph Convolutional Networks

2021

FAGCN

bdy9527/FAGCN

Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods

2021

LINKX

cuai/non-homophily-large-scale CUAI/Non-Homophily-Benchmarks

Adaptive Universal Generalized PageRank Graph Neural Network

2020

GPRGCN

jianhao2016/GPRGNN

MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing

2019

MixHop

dmlc/dgl benedekrozemberczki/MixHop-and-N-GCN samihaija/mixhop

PubMed (48%/32%/20% fixed splits)

Performance Over Time

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Top Performing Models

All Papers (26)

GREAD: Graph Neural Reaction-Diffusion Networks

Simple and Deep Graph Convolutional Networks

Geom-GCN: Geometric Graph Convolutional Networks

Revisiting Heterophily For Graph Neural Networks

Revisiting Heterophily For Graph Neural Networks

Revisiting Heterophily For Graph Neural Networks

Revisiting Heterophily For Graph Neural Networks

Revisiting Heterophily For Graph Neural Networks

Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs

Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

Addressing Heterophily in Node Classification with Graph Echo State Networks

Two Sides of the Same Coin: Heterophily and Oversmoothing in Graph Convolutional Neural Networks

Revisiting Heterophily For Graph Neural Networks

Non-Local Graph Neural Networks

Breaking the Limit of Graph Neural Networks by Improving the Assortativity of Graphs with Local Mixing Patterns

Revisiting Heterophily For Graph Neural Networks

Non-Local Graph Neural Networks

Non-Local Graph Neural Networks

Beyond Low-frequency Information in Graph Convolutional Networks

Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods

Adaptive Universal Generalized PageRank Graph Neural Network

MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing

Model	Paper	1:1 Accuracy	Date
GREAD-BS	GREAD: Graph Neural Reaction-Diffusion Networks	90.21	2022-11-25
GCNII	Simple and Deep Graph Convolutional Networks		2020-07-04
Geom-GCN	Geom-GCN: Geometric Graph Convolutional Networks		2020-02-13
ACMII-GCN	Revisiting Heterophily For Graph Neural Networks		2022-10-14
ACM-GCN+	Revisiting Heterophily For Graph Neural Networks		2022-10-14
ACMII-GCN+	Revisiting Heterophily For Graph Neural Networks		2022-10-14
ACMII-GCN++	Revisiting Heterophily For Graph Neural Networks		2022-10-14
ACM-GCN++	Revisiting Heterophily For Graph Neural Networks		2022-10-14
GloGNN	Finding Global Homophily in Graph Neural Networks…		2022-05-15
H2GCN	Beyond Homophily in Graph Neural Networks: Curren…		2020-06-20
O(d)-NSD	Neural Sheaf Diffusion: A Topological Perspective…		2022-02-09
Diag-NSD	Neural Sheaf Diffusion: A Topological Perspective…		2022-02-09
Gen-NSD	Neural Sheaf Diffusion: A Topological Perspective…		2022-02-09
GloGNN++	Finding Global Homophily in Graph Neural Networks…		2022-05-15
GESN	Addressing Heterophily in Node Classification wit…		2023-05-14
GGCN	Two Sides of the Same Coin: Heterophily and Overs…		2021-02-12
ACM-SGC-2	Revisiting Heterophily For Graph Neural Networks		2022-10-14
NLGCN	Non-Local Graph Neural Networks		2020-05-29
WRGAT	Breaking the Limit of Graph Neural Networks by Im…		2021-06-11
ACM-SGC-1	Revisiting Heterophily For Graph Neural Networks		2022-10-14
NLMLP	Non-Local Graph Neural Networks		2020-05-29
NLGAT	Non-Local Graph Neural Networks		2020-05-29
FAGCN	Beyond Low-frequency Information in Graph Convolu…		2021-01-04
LINKX	Large Scale Learning on Non-Homophilous Graphs: N…		2021-10-27
GPRGCN	Adaptive Universal Generalized PageRank Graph Neu…		2020-06-14
MixHop	MixHop: Higher-Order Graph Convolutional Architec…		2019-04-30