Graph Classification on PTC

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Accuracy

Rank	Model	Accuracy	Extra Training Data	Paper	Code	Year
1	U2GNN (Unsupervised)	91.81%		Universal Graph Transformer Self-Attention Networks	daiquocnguyen/Graph-Transformer	2019
2	GIUNet	85.7%		Graph isomorphism UNet	aramiracle/GIUNet	2023
3	GIC	77.64%		Gaussian-Induced Convolution for Graphs		2018
4	DUGNN	74.7%	✓	Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning	vermaMachineLearning/Universal-Graph-Embedding-Neural-Network	2019
5	UGraphEmb-F	73.56%		Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity	yunshengb/UGraphEmb	2019
5	sGIN	73.56%		Mutual Information Maximization in Graph Neural Networks	CODE-SUBMIT/Graph_Neighborhood_1 · CODE-SUBMIT/Neighborhood-Enlargement-in-Graph-Network	2019
7	G_DenseNet	73.24%		When Work Matters: Transforming Classical Network Structures to Graph CNN		2018
8	CIN++	73.2%		CIN++: Enhancing Topological Message Passing	twitter-research/cwn	2023
9	CAN	72.8%		Cell Attention Networks	lrnzgiusti/can	2022
10	UGraphEmb	72.54%		Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity	yunshengb/UGraphEmb	2019
11	TFGW ADJ (L=2)	72.4%		Template based Graph Neural Network with Optimal Transport Distances	cedricvincentcuaz/TFGW	2022
12	DGA	71.24%		Discriminative Graph Autoencoder		2018
13	U2GNN	69.63%		Universal Graph Transformer Self-Attention Networks	daiquocnguyen/Graph-Transformer	2019
14	BC + Capsules	69%		Capsule Neural Networks for Graph Classification using Explicit Tensorial Graph Representations		2019
15	SEG-BERT	68.86%		Segmented Graph-Bert for Graph Instance Modeling	jwzhanggy/SEG-BERT	2020
16	Spec-GN	68.05%		A New Perspective on the Effects of Spectrum in Graph Neural Networks	qslim/gnn-spectrum	2021
17	WEGL	67.5%		Wasserstein Embedding for Graph Learning	navid-naderi/WEGL	2020
18	WWL	66.31%		Wasserstein Weisfeiler-Lehman Graph Kernels	BorgwardtLab/WWL · wenbintum/wwl-gpr	2019
19	DropGIN	66.3%		DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks	karolismart/dropgnn	2021
20	PPGN	66.17%		Provably Powerful Graph Networks	hadarser/ProvablyPowerfulGraphNetworks_torch · hadarser/ProvablyPowerfulGraphNetworks	2019