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Graph Classification
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ENZYMES
Graph Classification on ENZYMES
Metric: Accuracy (higher is better)
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#
Model
↕
Accuracy
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Extra Data
Paper
Date
↕
Code
1
DSGCN-allfeat
78.39
No
Bridging the Gap Between Spectral and Spatial Do...
2020-03-26
Code
2
TFGW SP (L=2)
75.1
No
Template based Graph Neural Network with Optimal...
2022-05-31
Code
3
Norm-GN
73.33
No
A New Perspective on the Effects of Spectrum in ...
2021-12-14
Code
4
GDL-g (SP)
71.47
No
Online Graph Dictionary Learning
2021-02-12
Code
5
HGP-SL
68.79
No
Hierarchical Graph Pooling with Structure Learning
2019-11-14
Code
6
DSGCN-nodelabel
65.13
No
Bridging the Gap Between Spectral and Spatial Do...
2020-03-26
Code
7
WEGL
60.5
No
Wasserstein Embedding for Graph Learning
2020-06-16
Code
8
TREE-G
59.6
No
TREE-G: Decision Trees Contesting Graph Neural N...
2022-07-06
Code
9
GAT-GC (f-Scaled)
58.45
No
Improving Attention Mechanism in Graph Neural Ne...
2019-07-04
Code
10
Evolution of Graph Classifiers
55.67
No
-
-
Code
11
R-GIN + PANDA
53.1
No
PANDA: Expanded Width-Aware Message Passing Beyo...
2024-06-06
Code
12
Fea2Fea-s2
48.5
No
Fea2Fea: Exploring Structural Feature Correlatio...
2021-06-24
Code
13
GIN + PANDA
46.2
No
PANDA: Expanded Width-Aware Message Passing Beyo...
2024-06-06
Code
14
R-GCN + PANDA
43.9
No
PANDA: Expanded Width-Aware Message Passing Beyo...
2024-06-06
Code
15
GCN + PANDA
31.55
No
PANDA: Expanded Width-Aware Message Passing Beyo...
2024-06-06
Code
16
DEMO-Net(weight)
27.2
No
DEMO-Net: Degree-specific Graph Neural Networks ...
2019-06-05
Code