Node Classification on DBLP (Heterogeneous Node Classification)

Metric: Micro-F1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	Micro-F1▼	Extra Data	Paper	Date↕	Code
1	RpHGNN	95.55	No	Efficient Heterogeneous Graph Learning via Rando...	2023-10-23	Code
2	SlotGAT	95.31	No	SlotGAT: Slot-based Message Passing for Heteroge...	2024-05-03	Code
3	SeHGNN	95.24	No	Simple and Efficient Heterogeneous Graph Neural ...	2022-07-06	Code
4	NARS	94.61	No	Scalable Graph Neural Networks for Heterogeneous...	2020-11-19	Code
5	Simple-HGN	94.46	No	Are we really making much progress? Revisiting, ...	2021-12-30	Code
6	GTN	93.97	No	Graph Transformer Networks	2019-11-06	Code
7	HGT	93.49	No	Heterogeneous Graph Transformer	2020-03-03	Code
8	GAT	93.39	No	Graph Attention Networks	2017-10-30	Code
9	RGCN	92.07	No	Modeling Relational Data with Graph Convolutiona...	2017-03-17	Code
10	GCN	91.47	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
11	HetSANN	80.56	No	An Attention-based Graph Neural Network for Hete...	2019-12-19	Code

#1RpHGNNSOTA
95.55
Micro-F1· 2023-10-23
Efficient Heterogeneous Graph Learning via Random Projection Code
#2SlotGAT
95.31
Micro-F1· 2024-05-03
SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural Network Code
#3SeHGNNSOTA
95.24
Micro-F1· 2022-07-06
Simple and Efficient Heterogeneous Graph Neural Network Code
#4NARSSOTA
94.61
Micro-F1· 2020-11-19
Scalable Graph Neural Networks for Heterogeneous Graphs Code
#5Simple-HGN
94.46
Micro-F1· 2021-12-30
Are we really making much progress? Revisiting, benchmarking, and refining heterogeneous graph neural networks Code
#6GTNSOTA
93.97
Micro-F1· 2019-11-06
Graph Transformer Networks Code
#7HGT
93.49
Micro-F1· 2020-03-03
Heterogeneous Graph Transformer Code
#8GATSOTA
93.39
Micro-F1· 2017-10-30
Graph Attention Networks Code
#9RGCNSOTA
92.07
Micro-F1· 2017-03-17
Modeling Relational Data with Graph Convolutional Networks Code
#10GCNSOTA
91.47
Micro-F1· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#11HetSANN
80.56
Micro-F1· 2019-12-19
An Attention-based Graph Neural Network for Heterogeneous Structural Learning Code