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Node Classification

Benchmark List

All benchmarks related to this task

Best model: GraRep

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Best model: R-GCN

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Best model: BoP

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amazon-computers

Best model: GAT

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Best model: GTAN

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Best model: GraphSAGE

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Best model: Cluster-GCN

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Best model: R-GCN

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Best model: HH-GCN

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Best model: CPF-ind-GAT

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Best model: Exphormer

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Best model: FaberNet

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Best model: ASDNet [ASDNet_ICCV2021]

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Best model: PathNet

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Best model: SCENE

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Best model: GraphMix (GCN)

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Best model: GraphMix (GCN)

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Best model: DAOR

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Best model: ISNE

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celltypegraph-benchmark

Best model: plantcelltype-EdgeDeeperGCN

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Best model: DJ-GNN

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chameleon-48-32-20-fixed-splits

Best model: GREAD-BS

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Best model: TransGNN

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Best model: MT-GCN

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Best model: VCHN

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citeseer-48-32-20-fixed-splits

Best model: Geom-GCN

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citeseer-full-supervised

Best model: IncepGCN+DropEdge

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citeseer-random-partition

Best model: GraphMix (GCN)

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citeseer-with-public-split-fixed-5-nodes-per

Best model: GraphMix (GCN)

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Best model: GRIT

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Best model: CoLinkDist

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Best model: GCN-LPA

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coauthor-physics

Best model: CoLinkDist

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Best model: NeuralWalker

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Best model: SSP

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Best model: CPF-ind_APPNP

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Best model: VHCN

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Best model: Truncated Krylov

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cora-48-32-20-fixed-splits

Best model: NLGAT

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cora-fixed-10-node-per-class

Best model: CPF-tra-GCNII

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cora-fixed-20-node-per-class

Best model: Self-supervised GraphMAE

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cora-fixed-5-node-per-class

Best model: CPF-tra-APPNP

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Best model: CoLinkDist

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cora-full-supervised

Best model: GCNII

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cora-full-with-public-split

Best model: CoLinkDist

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cora-random-partition

Best model: GraphMix (GCN)

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cora-with-public-split-fixed-20-nodes-per

Best model: OGC

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cornell-60-20-20-random-splits

Best model: HH-GraphSAGE

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Best model: LW-GCN

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Best model: GRACE

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Best model: RR-GCN-PPV

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Best model: RR-GCN-PPV

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europe-air-traffic

Best model: GCN_cheby (Kipf and Welling, 2017)

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Best model: GNNMoE(GCN-like P)

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Best model: GCN+GAugM (Zhao et al., 2021)

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Best model: GESN

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Best model: FastGCN

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Best model: APPNP

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Best model: LaBSE

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Best model: RR-GCN-PPV

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Best model: DFNet-ATT

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Best model: SAN+LapPE

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Best model: CKGCN

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Best model: EGT

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Best model: GloGNN++

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Best model: GraphSAGE

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Best model: NeuralWalker

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Best model: g2-MLP

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Best model: ClusterGCN

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Best model: Truncated Krylov

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Best model: Truncated Krylov

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pubmed-48-32-20-fixed-splits

Best model: GCNII

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pubmed-full-supervised

Best model: GraphSAGE+DropEdge

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pubmed-random-partition

Best model: GraphMix (GCN)

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pubmed-with-public-split-fixed-20-nodes-per

Best model: OGC

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Best model: GCN

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Best model: BNS-GCN

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squirrel-60-20-20-random-splits-1

Best model: NCSAGE

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telegram-directed-graph-label-rate-60

Best model: ScaleNet

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Best model: 2-HiGCN

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texas-60-20-20-random-splits

Best model: ACM-GCN++

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Best model: Polynormer

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Best model: Dual-Net GNN

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usa-air-traffic

Best model: DEMO-Net(weight)

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Best model: DAOR

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Best model: A2DUG

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Best model: CGT

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Best model: DEMO-Net(weight)

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Best model: GraphGAN

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Best model: 5-HiGCN

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wisconsin-60-20-20-random-splits

Best model: ACM-GCN++

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Best model: LINE

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amz-computers-fixed-20-node-per-class

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brazil-air-traffic

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chameleon-60-20-20-random-splits

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chameleon-60-20-20-random-splits-1

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citeseer-60-20-20-random-splits

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citeseer-fixed-20-node-per-class

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citeseer-with-public-split-fixed-20-nodes-per

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cora-60-20-20-random-splits

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cora-fixed-20-nodes-per-class

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cornell-48-32-20-fixed-splits

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film-48-32-20-fixed-splits

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film-60-20-20-random-splits

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pubmed-60-20-20-random-splits

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pubmed-fixed-20-node-per-class

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squirrel-48-32-20-fixed-splits

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squirrel-60-20-20-random-splits

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texas-48-32-20-fixed-splits

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wisconsin-48-32-20-fixed-splits

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