Graph Classification on PROTEINS

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	HGP-SL	84.91	No	Hierarchical Graph Pooling with Structure Learning	2019-11-14	Code
2	rLap (unsupervised)	84.3	No	Randomized Schur Complement Views for Graph Cont...	2023-06-06	Code
3	TFGW ADJ (L=2)	82.9	No	Template based Graph Neural Network with Optimal...	2022-05-31	Code
4	FIT-GNN	82.1	No	FIT-GNN: Faster Inference Time for GNNs Using Co...	2024-10-19	Code
5	CIN++	80.5	No	CIN++: Enhancing Topological Message Passing	2023-06-06	Code
6	2-WL-GNN	76.5	No	A Novel Higher-order Weisfeiler-Lehman Graph Con...	2020-07-01	Code
7	R-GIN + PANDA	76.17	No	PANDA: Expanded Width-Aware Message Passing Beyo...	2024-06-06	Code
8	GCN + PANDA	76	No	PANDA: Expanded Width-Aware Message Passing Beyo...	2024-06-06	Code
9	R-GCN + PANDA	76	No	PANDA: Expanded Width-Aware Message Passing Beyo...	2024-06-06	Code
10	GIN + PANDA	75.759	No	PANDA: Expanded Width-Aware Message Passing Beyo...	2024-06-06	Code
11	TREE-G	75.6	No	TREE-G: Decision Trees Contesting Graph Neural N...	2022-07-06	Code
12	GDL-g (SP)	74.86	No	Online Graph Dictionary Learning	2021-02-12	Code

#1HGP-SLSOTA
84.91
Accuracy· 2019-11-14
Hierarchical Graph Pooling with Structure Learning Code
#2rLap (unsupervised)
84.3
Accuracy· 2023-06-06
Randomized Schur Complement Views for Graph Contrastive Learning Code
#3TFGW ADJ (L=2)
82.9
Accuracy· 2022-05-31
Template based Graph Neural Network with Optimal Transport Distances Code
#4FIT-GNN
82.1
Accuracy· 2024-10-19
FIT-GNN: Faster Inference Time for GNNs Using Coarsening Code
#5CIN++
80.5
Accuracy· 2023-06-06
CIN++: Enhancing Topological Message Passing Code
#62-WL-GNN
76.5
Accuracy· 2020-07-01
A Novel Higher-order Weisfeiler-Lehman Graph Convolution Code
#7R-GIN + PANDA
76.17
Accuracy· 2024-06-06
PANDA: Expanded Width-Aware Message Passing Beyond Rewiring Code
#8GCN + PANDA
76
Accuracy· 2024-06-06
PANDA: Expanded Width-Aware Message Passing Beyond Rewiring Code
#9R-GCN + PANDA
76
Accuracy· 2024-06-06
PANDA: Expanded Width-Aware Message Passing Beyond Rewiring Code
#10GIN + PANDA
75.759
Accuracy· 2024-06-06
PANDA: Expanded Width-Aware Message Passing Beyond Rewiring Code
#11TREE-G
75.6
Accuracy· 2022-07-06
TREE-G: Decision Trees Contesting Graph Neural Networks Code
#12GDL-g (SP)
74.86
Accuracy· 2021-02-12
Online Graph Dictionary Learning Code