Node Classification on CiteSeer (0.5%)

14개 결과 · ⬇ CSV · JSON

Accuracy

Rank	Model	Accuracy	Paper	Code	Year
1	MT-GCN	67.7%	Mutual Teaching for Graph Convolutional Networks	kunzhan/MTGCN	2020
2	VCHN	65.6%	View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes	kunzhan/VCHN	2022
3	Truncated Krylov	64.64%	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
4	Snowball (tanh)	62.05%	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
5	Snowball (linear + tanh)	61.99%	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
6	Snowball (linear)	59.41%	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
7	AdaLanczosNet	53.8 ± 4.7	LanczosNet: Multi-Scale Deep Graph Convolutional Networks	lrjconan/LanczosNetwork	2019
8	LanczosNet	53.2 ± 4.0	LanczosNet: Multi-Scale Deep Graph Convolutional Networks	lrjconan/LanczosNetwork	2019
9	DCNN	53.1%	Diffusion-Convolutional Neural Networks	jcatw/dcnn · RicardoZiTseng/dcnn-tensorflow · MindSpore-paper-code-3/code6	2015
10	ChebyNet	45.3%	Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering	mdeff/cnn_graph · hazdzz/ChebyNet · selmiss/gp-tlstgcn · +2	2016
11	GGNN	44.3%	Gated Graph Convolutional Recurrent Neural Networks	luanaruiz9/gated_gcrnns	2019
12	GCN-FP	43.9%	Convolutional Networks on Graphs for Learning Molecular Fingerprints	HIPS/neural-fingerprint · debbiemarkslab/neural-fingerprint-theano · nrel/m2p · +5	2015
13	GAT	38.2%	Graph Attention Networks	labmlai/annotated_deep_learning_paper_implementations · dmlc/dgl · dmlc/dgl · +90	2017
14	GraphSAGE	33.8%	Inductive Representation Learning on Large Graphs	pyg-team/pytorch_geometric · dmlc/dgl · dmlc/dgl · +17	2017