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ホームニュース論文チュートリアルデータセット百科事典SOTALLMモデルGPU ランキング学会
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Node Classification On Citeseer 1

評価指標

Accuracy

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名
Accuracy
Paper TitleRepository
GCN-FP54.3%Convolutional Networks on Graphs for Learning Molecular Fingerprints
GGNN56.0%Gated Graph Sequence Neural Networks
Truncated Krylov69.03%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
AdaLanczosNet63.3 ± 1.8LanczosNet: Multi-Scale Deep Graph Convolutional Networks
Snowball (tanh)64.23%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
GAT46.5%Graph Attention Networks
Snowball (linear + tanh)67.07%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
DCNN62.2%Diffusion-Convolutional Neural Networks
LanczosNet61.3 ± 3.9LanczosNet: Multi-Scale Deep Graph Convolutional Networks
Snowball (linear)65.85%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
MT-GCN68.9%Mutual Teaching for Graph Convolutional Networks
GraphSAGE51.0%Inductive Representation Learning on Large Graphs
VCHN70.1%View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes
ChebyNet59.4%Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
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