Heterogeneous Node Classification on IMDB (Heterogeneous Node Classification)

11개 결과 · ⬇ CSV · JSON

Macro-F1

Rank	Model	Macro-F1	Micro-F1	Macro-F1	Paper	Code	Year
1	RpHGNN	67.53	69.77	–	Efficient Heterogeneous Graph Learning via Random Projection	CrawlScript/RpHGNN	2023
2	SlotGAT	64.05	68.54	–	SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural Network	scottjiao/slotgat_icml23	2024
3	Simple-HGN	63.53	67.36	–	Are we really making much progress? Revisiting, benchmarking, and refining heterogeneous graph neural networks	thudm/hgb · calderkatyal/CPSC483FinalProject	2021
4	NARS	63.51	66.18	–	Scalable Graph Neural Networks for Heterogeneous Graphs	facebookresearch/NARS	2020
5	HGT	63.00	67.20	–	Heterogeneous Graph Transformer	dmlc/dgl · acbull/pyHGT · acbull/pyHGT · +1	2020
6	GTN	60.47	65.14	–	Graph Transformer Networks	seongjunyun/Graph_Transformer_Networks	2019
7	RGCN	58.85	62.05	–	Modeling Relational Data with Graph Convolutional Networks	dmlc/dgl · dmlc/dgl · dmlc/dgl · +24	2017
8	GCN	57.88	64.82	–	Semi-Supervised Classification with Graph Convolutional Networks	dmlc/dgl · dmlc/dgl · tkipf/gcn · +52	2016
9	HetSANN	49.47	57.68	–	An Attention-based Graph Neural Network for Heterogeneous Structural Learning	didi/hetsann	2019
10	SeHGNN	–	68.21	66.63	Simple and Efficient Heterogeneous Graph Neural Network	ict-gimlab/sehgnn · ICT-GIMLab/SeHGNN	2022
11	GAT	–	64.86	58.94	Graph Attention Networks	labmlai/annotated_deep_learning_paper_implementations · dmlc/dgl · dmlc/dgl · +90	2017