Node Classification on ACM (Heterogeneous Node Classification)

Metric: Micro-F1 (higher is better)

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#	Model↕	Micro-F1▼	Extra Data	Paper	Date↕	Code
1	SlotGAT	94.06	No	SlotGAT: Slot-based Message Passing for Heteroge...	2024-05-03	Code
2	RpHGNN	94.04	No	Efficient Heterogeneous Graph Learning via Rando...	2023-10-23	Code
3	SeHGNN	93.87	No	Simple and Efficient Heterogeneous Graph Neural ...	2022-07-06	Code
4	Simple-HGN	93.35	No	Are we really making much progress? Revisiting, ...	2021-12-30	Code
5	NARS	93.31	No	Scalable Graph Neural Networks for Heterogeneous...	2020-11-19	Code
6	GAT	92.19	No	Graph Attention Networks	2017-10-30	Code
7	GCN	92.12	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
8	RGCN	91.41	No	Modeling Relational Data with Graph Convolutiona...	2017-03-17	Code
9	GTN	91.2	No	Graph Transformer Networks	2019-11-06	Code
10	HGT	91	No	Heterogeneous Graph Transformer	2020-03-03	Code
11	HetSANN	89.91	No	An Attention-based Graph Neural Network for Hete...	2019-12-19	Code

#1SlotGATSOTA
94.06
Micro-F1· 2024-05-03
SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural Network Code
#2RpHGNNSOTA
94.04
Micro-F1· 2023-10-23
Efficient Heterogeneous Graph Learning via Random Projection Code
#3SeHGNNSOTA
93.87
Micro-F1· 2022-07-06
Simple and Efficient Heterogeneous Graph Neural Network Code
#4Simple-HGNSOTA
93.35
Micro-F1· 2021-12-30
Are we really making much progress? Revisiting, benchmarking, and refining heterogeneous graph neural networks Code
#5NARSSOTA
93.31
Micro-F1· 2020-11-19
Scalable Graph Neural Networks for Heterogeneous Graphs Code
#6GATSOTA
92.19
Micro-F1· 2017-10-30
Graph Attention Networks Code
#7GCNSOTA
92.12
Micro-F1· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#8RGCN
91.41
Micro-F1· 2017-03-17
Modeling Relational Data with Graph Convolutional Networks Code
#9GTN
91.2
Micro-F1· 2019-11-06
Graph Transformer Networks Code
#10HGT
91
Micro-F1· 2020-03-03
Heterogeneous Graph Transformer Code
#11HetSANN
89.91
Micro-F1· 2019-12-19
An Attention-based Graph Neural Network for Heterogeneous Structural Learning Code