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Graph Property Prediction
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ogbg-ppa
Graph Property Prediction on ogbg-ppa
Metric: Number of params (higher is better)
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Model
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Number of params
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Extra Data
Paper
Date
↕
Code
1
PAS+F2GNN
16346166
No
-
-
-
2
GIN+
8173605
No
Unlocking the Potential of Classic GNNs for Grap...
2025-02-13
Code
3
GCN+
5549605
No
Unlocking the Potential of Classic GNNs for Grap...
2025-02-13
Code
4
GatedGCN+
5547557
No
Unlocking the Potential of Classic GNNs for Grap...
2025-02-13
Code
5
GC-T+MCL(6.0)
4006704
No
-
-
-
6
ExpC*+bag of tricks
3758642
No
-
-
-
7
PAS
3717160
No
-
-
-
8
GPS
3434533
No
Recipe for a General, Powerful, Scalable Graph T...
2022-05-25
Code
9
GIN+virtual node+FLAG
3288042
No
Robust Optimization as Data Augmentation for Lar...
2020-10-19
Code
10
GIN+virtual node
3288042
No
How Powerful are Graph Neural Networks?
2018-10-01
Code
11
DeeperGCN+FLAG
2336421
No
Robust Optimization as Data Augmentation for Lar...
2020-10-19
Code
12
DeeperGCN
2336421
No
DeeperGCN: All You Need to Train Deeper GCNs
2020-06-13
Code
13
GCN+virtual node+FLAG
1930537
No
Robust Optimization as Data Augmentation for Lar...
2020-10-19
Code
14
GCN+virtual node
1930537
No
Semi-Supervised Classification with Graph Convol...
2016-09-09
Code
15
GIN+FLAG
1836942
No
Robust Optimization as Data Augmentation for Lar...
2020-10-19
Code
16
GIN
1836942
No
How Powerful are Graph Neural Networks?
2018-10-01
Code
17
ExpC
1369397
No
Breaking the Expressive Bottlenecks of Graph Neu...
2020-12-14
Code
18
GCN
479437
No
Semi-Supervised Classification with Graph Convol...
2016-09-09
Code