Node Classification on PubMed (0.1%)

14개 결과 · ⬇ CSV · JSON

Accuracy

Rank	Model	Accuracy	Paper	Code	Year
1	Truncated Krylov	77.21%	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
2	VCHN	76.8%	View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes	kunzhan/VCHN	2022
3	Snowball (linear + tanh)	75.30%	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
4	Snowball (tanh)	74.40%	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
5	Snowball (linear)	73.83%	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
6	LanczosNet	73.4 ± 5.1	LanczosNet: Multi-Scale Deep Graph Convolutional Networks	lrjconan/LanczosNetwork	2019
7	DCNN	73.1%	Diffusion-Convolutional Neural Networks	jcatw/dcnn · RicardoZiTseng/dcnn-tensorflow · MindSpore-paper-code-3/code6	2015
7	MT-GCN	73.1%	Mutual Teaching for Graph Convolutional Networks	kunzhan/MTGCN	2020
9	AdaLanczosNet	72.8 ± 4.6	LanczosNet: Multi-Scale Deep Graph Convolutional Networks	lrjconan/LanczosNetwork	2019
10	GGNN	70.4%	Gated Graph Sequence Neural Networks	dmlc/dgl · Microsoft/gated-graph-neural-network-samples · chingyaoc/ggnn.pytorch · +10	2015
11	GCN-FP	70.3%	Convolutional Networks on Graphs for Learning Molecular Fingerprints	HIPS/neural-fingerprint · debbiemarkslab/neural-fingerprint-theano · nrel/m2p · +5	2015
12	GraphSAGE	65.4%	Inductive Representation Learning on Large Graphs	pyg-team/pytorch_geometric · dmlc/dgl · dmlc/dgl · +17	2017
13	GAT	59.6%	Graph Attention Networks	labmlai/annotated_deep_learning_paper_implementations · dmlc/dgl · dmlc/dgl · +90	2017
14	ChebyNet	55.2%	Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering	mdeff/cnn_graph · hazdzz/ChebyNet · selmiss/gp-tlstgcn · +2	2016