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

Cora (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	88.39	2022-11-25	📦 jeongwhanchoi/gread
2	NLGAT	Non-Local Graph Neural Networks	0.00	2020-05-29	📦 divelab/Non-Local-GNN
3	GCNII	Simple and Deep Graph Convolutional Networks	0.00	2020-07-04	📦 chennnM/GCNII 📦 chennnM/GCNII 📦 zhanglab-aim/cancer-net 📦 tyxxzjpdez/GCNII-DropGroups
4	GloGNN++	Finding Global Homophily in Graph Neural Networks When Meeting Heterophily	0.00	2022-05-15	📦 recklessronan/glognn
5	GloGNN	Finding Global Homophily in Graph Neural Networks When Meeting Heterophily	0.00	2022-05-15	📦 recklessronan/glognn
6	ACMII-GCN++	Revisiting Heterophily For Graph Neural Networks	0.00	2022-10-14	📦 SitaoLuan/ACM-GNN
7	WRGAT	Breaking the Limit of Graph Neural Networks by Improving the Assortativity of Graphs with Local Mixing Patterns	0.00	2021-06-11	📦 susheels/gnns-and-local-assortativity
8	ACMII-GCN+	Revisiting Heterophily For Graph Neural Networks	0.00	2022-10-14	📦 SitaoLuan/ACM-GNN
9	ACM-GCN++	Revisiting Heterophily For Graph Neural Networks	0.00	2022-10-14	📦 SitaoLuan/ACM-GNN
10	NLGCN	Non-Local Graph Neural Networks	0.00	2020-05-29	📦 divelab/Non-Local-GNN

All Papers (26)

GREAD: Graph Neural Reaction-Diffusion Networks

2022

GREAD-BS

jeongwhanchoi/gread

Non-Local Graph Neural Networks

2020

NLGAT

divelab/Non-Local-GNN

Simple and Deep Graph Convolutional Networks

2020

GCNII

chennnM/GCNII chennnM/GCNII

Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

2022

GloGNN++

recklessronan/glognn

Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

2022

GloGNN

recklessronan/glognn

Revisiting Heterophily For Graph Neural Networks

2022

ACMII-GCN++

SitaoLuan/ACM-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

ACMII-GCN+

SitaoLuan/ACM-GNN

Revisiting Heterophily For Graph Neural Networks

2022

ACM-GCN++

SitaoLuan/ACM-GNN

Non-Local Graph Neural Networks

2020

NLGCN

divelab/Non-Local-GNN

Beyond Low-frequency Information in Graph Convolutional Networks

2021

FAGCN

bdy9527/FAGCN

Revisiting Heterophily For Graph Neural Networks

2022

ACM-GCN+

SitaoLuan/ACM-GNN

Revisiting Heterophily For Graph Neural Networks

2022

ACMII-GCN

SitaoLuan/ACM-GNN

Adaptive Universal Generalized PageRank Graph Neural Network

2020

GPRGCN

jianhao2016/GPRGNN

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

2021

GGCN

yujun-yan/heterophily_and_oversmoothing

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

2020

H2GCN

GemsLab/H2GCN GitEventhandler/H2GCN-PyTorch

Revisiting Heterophily For Graph Neural Networks

2022

ACM-SGC-2

SitaoLuan/ACM-GNN

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

2019

MixHop

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

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

2022

Gen-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

Revisiting Heterophily For Graph Neural Networks

2022

ACM-SGC-1

SitaoLuan/ACM-GNN

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

2022

O(d)-NSD

twitter-research/neural-sheaf-diffusion

Addressing Heterophily in Node Classification with Graph Echo State Networks

2023

GESN

dtortorella/addressing-heterophily-gesn

Geom-GCN: Geometric Graph Convolutional Networks

2020

Geom-GCN

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

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

2021

LINKX

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

Non-Local Graph Neural Networks

2020

NLMLP

divelab/Non-Local-GNN

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

Performance Over Time

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Top Performing Models

All Papers (26)

GREAD: Graph Neural Reaction-Diffusion Networks

Non-Local Graph Neural Networks

Simple and Deep Graph Convolutional Networks

Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

Revisiting Heterophily For 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

Revisiting Heterophily For Graph Neural Networks

Non-Local Graph Neural Networks

Beyond Low-frequency Information in Graph Convolutional Networks

Revisiting Heterophily For Graph Neural Networks

Revisiting Heterophily For Graph Neural Networks

Adaptive Universal Generalized PageRank Graph Neural Network

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

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

Revisiting Heterophily For Graph Neural Networks

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

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

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

Revisiting Heterophily For Graph Neural Networks

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

Addressing Heterophily in Node Classification with Graph Echo State Networks

Geom-GCN: Geometric Graph Convolutional Networks

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

Non-Local Graph Neural Networks

Model	Paper	1:1 Accuracy	Date
GREAD-BS	GREAD: Graph Neural Reaction-Diffusion Networks	88.39	2022-11-25
NLGAT	Non-Local Graph Neural Networks		2020-05-29
GCNII	Simple and Deep Graph Convolutional Networks		2020-07-04
GloGNN++	Finding Global Homophily in Graph Neural Networks…		2022-05-15
GloGNN	Finding Global Homophily in Graph Neural Networks…		2022-05-15
ACMII-GCN++	Revisiting Heterophily For Graph Neural Networks		2022-10-14
WRGAT	Breaking the Limit of Graph Neural Networks by Im…		2021-06-11
ACMII-GCN+	Revisiting Heterophily For Graph Neural Networks		2022-10-14
ACM-GCN++	Revisiting Heterophily For Graph Neural Networks		2022-10-14
NLGCN	Non-Local Graph Neural Networks		2020-05-29
FAGCN	Beyond Low-frequency Information in Graph Convolu…		2021-01-04
ACM-GCN+	Revisiting Heterophily For Graph Neural Networks		2022-10-14
ACMII-GCN	Revisiting Heterophily For Graph Neural Networks		2022-10-14
GPRGCN	Adaptive Universal Generalized PageRank Graph Neu…		2020-06-14
GGCN	Two Sides of the Same Coin: Heterophily and Overs…		2021-02-12
H2GCN	Beyond Homophily in Graph Neural Networks: Curren…		2020-06-20
ACM-SGC-2	Revisiting Heterophily For Graph Neural Networks		2022-10-14
MixHop	MixHop: Higher-Order Graph Convolutional Architec…		2019-04-30
Gen-NSD	Neural Sheaf Diffusion: A Topological Perspective…		2022-02-09
Diag-NSD	Neural Sheaf Diffusion: A Topological Perspective…		2022-02-09
ACM-SGC-1	Revisiting Heterophily For Graph Neural Networks		2022-10-14
O(d)-NSD	Neural Sheaf Diffusion: A Topological Perspective…		2022-02-09
GESN	Addressing Heterophily in Node Classification wit…		2023-05-14
Geom-GCN	Geom-GCN: Geometric Graph Convolutional Networks		2020-02-13
LINKX	Large Scale Learning on Non-Homophilous Graphs: N…		2021-10-27
NLMLP	Non-Local Graph Neural Networks		2020-05-29