Node Classification on IMDB (Heterogeneous Node Classification)

Metric: Micro-F1 (higher is better)

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#	Model↕	Micro-F1▼	Extra Data	Paper	Date↕	Code
1	RpHGNN	69.77	No	Efficient Heterogeneous Graph Learning via Rando...	2023-10-23	Code
2	SlotGAT	68.54	No	SlotGAT: Slot-based Message Passing for Heteroge...	2024-05-03	Code
3	SeHGNN	68.21	No	Simple and Efficient Heterogeneous Graph Neural ...	2022-07-06	Code
4	Simple-HGN	67.36	No	Are we really making much progress? Revisiting, ...	2021-12-30	Code
5	HGT	67.2	No	Heterogeneous Graph Transformer	2020-03-03	Code
6	NARS	66.18	No	Scalable Graph Neural Networks for Heterogeneous...	2020-11-19	Code
7	GTN	65.14	No	Graph Transformer Networks	2019-11-06	Code
8	GAT	64.86	No	Graph Attention Networks	2017-10-30	Code
9	GCN	64.82	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
10	RGCN	62.05	No	Modeling Relational Data with Graph Convolutiona...	2017-03-17	Code
11	HetSANN	57.68	No	An Attention-based Graph Neural Network for Hete...	2019-12-19	Code

#1RpHGNNSOTA
69.77
Micro-F1· 2023-10-23
Efficient Heterogeneous Graph Learning via Random Projection Code
#2SlotGAT
68.54
Micro-F1· 2024-05-03
SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural Network Code
#3SeHGNNSOTA
68.21
Micro-F1· 2022-07-06
Simple and Efficient Heterogeneous Graph Neural Network Code
#4Simple-HGNSOTA
67.36
Micro-F1· 2021-12-30
Are we really making much progress? Revisiting, benchmarking, and refining heterogeneous graph neural networks Code
#5HGTSOTA
67.2
Micro-F1· 2020-03-03
Heterogeneous Graph Transformer Code
#6NARS
66.18
Micro-F1· 2020-11-19
Scalable Graph Neural Networks for Heterogeneous Graphs Code
#7GTNSOTA
65.14
Micro-F1· 2019-11-06
Graph Transformer Networks Code
#8GATSOTA
64.86
Micro-F1· 2017-10-30
Graph Attention Networks Code
#9GCNSOTA
64.82
Micro-F1· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#10RGCN
62.05
Micro-F1· 2017-03-17
Modeling Relational Data with Graph Convolutional Networks Code
#11HetSANN
57.68
Micro-F1· 2019-12-19
An Attention-based Graph Neural Network for Heterogeneous Structural Learning Code