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홈뉴스연구 논문튜토리얼데이터셋백과사전SOTALLM 모델GPU 랭킹컨퍼런스
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Node Classification On Pubmed 01

평가 지표

Accuracy

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름
Accuracy
Paper TitleRepository
Truncated Krylov77.21%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
DCNN73.1%Diffusion-Convolutional Neural Networks
GAT59.6%Graph Attention Networks
GCN-FP70.3%Convolutional Networks on Graphs for Learning Molecular Fingerprints
GGNN70.4%Gated Graph Sequence Neural Networks
ChebyNet55.2%Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
LanczosNet73.4 ± 5.1LanczosNet: Multi-Scale Deep Graph Convolutional Networks
Snowball (linear + tanh)75.30%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
VCHN76.8%View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes-
GraphSAGE65.4%Inductive Representation Learning on Large Graphs
AdaLanczosNet72.8 ± 4.6LanczosNet: Multi-Scale Deep Graph Convolutional Networks
Snowball (tanh)74.40%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
MT-GCN73.1%Mutual Teaching for Graph Convolutional Networks
Snowball (linear)73.83%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
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Node Classification On Pubmed 01 | SOTA | HyperAI초신경