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홈뉴스연구 논문튜토리얼데이터셋백과사전SOTALLM 모델GPU 랭킹컨퍼런스
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Node Classification On Citeseer 05

평가 지표

Accuracy

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름
Accuracy
Paper TitleRepository
Snowball (linear + tanh)61.99%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
LanczosNet53.2 ± 4.0LanczosNet: Multi-Scale Deep Graph Convolutional Networks
GGNN44.3%Gated Graph Convolutional Recurrent Neural Networks
Snowball (tanh)62.05%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
GraphSAGE33.8%Inductive Representation Learning on Large Graphs
MT-GCN67.7%Mutual Teaching for Graph Convolutional Networks
GCN-FP43.9%Convolutional Networks on Graphs for Learning Molecular Fingerprints
DCNN53.1%Diffusion-Convolutional Neural Networks
VCHN65.6%View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes
AdaLanczosNet53.8 ± 4.7LanczosNet: Multi-Scale Deep Graph Convolutional Networks
ChebyNet45.3%Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
Truncated Krylov64.64%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
GAT38.2%Graph Attention Networks
Snowball (linear)59.41%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
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