Heterogeneous Node Classification on DBLP (Heterogeneous Node Classification)

11개 결과 · ⬇ CSV · JSON

Macro-F1

Rank	Model	Macro-F1	Micro-F1	Macro-F1	Paper	Code	Year
1	RpHGNN	95.23	95.55	–	Efficient Heterogeneous Graph Learning via Random Projection	CrawlScript/RpHGNN	2023
2	SlotGAT	94.95	95.31	–	SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural Network	scottjiao/slotgat_icml23	2024
3	NARS	94.18	94.61	–	Scalable Graph Neural Networks for Heterogeneous Graphs	facebookresearch/NARS	2020
4	Simple-HGN	94.01	94.46	–	Are we really making much progress? Revisiting, benchmarking, and refining heterogeneous graph neural networks	thudm/hgb · calderkatyal/CPSC483FinalProject	2021
5	GTN	93.52	93.97	–	Graph Transformer Networks	seongjunyun/Graph_Transformer_Networks	2019
6	HGT	93.01	93.49	–	Heterogeneous Graph Transformer	dmlc/dgl · acbull/pyHGT · acbull/pyHGT · +1	2020
7	RGCN	91.52	92.07	–	Modeling Relational Data with Graph Convolutional Networks	dmlc/dgl · dmlc/dgl · dmlc/dgl · +24	2017
8	GCN	90.84	91.47	–	Semi-Supervised Classification with Graph Convolutional Networks	dmlc/dgl · dmlc/dgl · tkipf/gcn · +52	2016
9	HetSANN	78.55	80.56	–	An Attention-based Graph Neural Network for Heterogeneous Structural Learning	didi/hetsann	2019
10	SeHGNN	–	95.24	94.86	Simple and Efficient Heterogeneous Graph Neural Network	ict-gimlab/sehgnn · ICT-GIMLab/SeHGNN	2022
11	GAT	–	93.39	93.83	Graph Attention Networks	labmlai/annotated_deep_learning_paper_implementations · dmlc/dgl · dmlc/dgl · +90	2017