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ResearchFormerly WizWand

Node Classification on CiteSeer (random)

77AccuracyMixHop
46.00854.05462.170.146Mar 10, 2018Mar 24, 2019Apr 7, 2020Apr 21, 2021May 6, 2022May 20, 2023Jun 3, 2024
Updated 8mo ago

Evaluation results

MethodLinks
MixHoparchitecture=learned2019.0477
Vanilla GCN2019.0476.7
MixHoparchitecture=default2019.0476.3
GAT2019.0474.8
Chebyshev2019.0474.2
GATEvaluation Protocol=random splits2019.0272.6
att-Node-level NLSFssource=this paper2024.0672.13
SGCEvaluation Protocol=random splits2019.0271.4
DAGNN2020.0771.2
AdaLNetEvaluation Protocol=random splits2019.0271.04
GAT2020.0770.8
GCNEvaluation Protocol=random splits2019.0270.67
2-Layer MLP2019.0470.6
ChebNetIIsource=[41]2024.0669.89
AGNNsplit=random, number of runs=20, optimizer=Adam, dropout=0.52018.0369.8
AGNNsplit_type=random2018.0369.8
APPNP2020.0769.8
APPNPsource=[41]2024.0669.79
GCNsource=[41]2024.0669.71
ARMAsource=[41]2024.0669.35
GPRGNNsource=[41]2024.0669.22
SEGCN2018.0969
SGC2020.0768.7
GPNN2018.0968.6
GLNsplit=random, number of runs=20, hidden dimension=16, learning rate=0.01, weight decay=5e-4, dropout=0.52018.0368.4
GLNsplit_type=random2018.0368.4
GCN2020.0768.2
GATsource=this paper2024.0668.16
GCN2018.0967.9
ChebNetsource=[41]2024.0667.87
ChebNet2020.0767.5
LNetEvaluation Protocol=random splits2019.0267.26
GCNsplit=random, number of runs=202018.0366.9
GCN*implementation=own implementation2018.0966.8
GINEvaluation Protocol=random splits2019.0266.56
CayleyNetsource=this paper2024.0666.46
SAGEsource=this paper2024.0663.87
MLP2020.0758.8
Bootstrapsplit=random, number of runs=202018.0350.3
Bootstrapsplit_type=random2018.0350.3
Bootstrap2018.0950.3
node2vecsplit=random, number of runs=202018.0347.3
node2vecsplit_type=random2018.0347.3
node2vec2018.0947.3
DeepWalksplit=random, number of runs=202018.0347.2
DeepWalksplit_type=random2018.0347.2
DeepWalk2018.0947.2