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홈뉴스연구 논문튜토리얼데이터셋백과사전SOTALLM 모델GPU 랭킹컨퍼런스
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Node Classification On Pubmed 005

평가 지표

Accuracy

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름
Accuracy
Paper TitleRepository
GAT50.4%Graph Attention Networks
AdaLanczosNet66%LanczosNet: Multi-Scale Deep Graph Convolutional Networks
LanczosNet68.8 ± 5.6LanczosNet: Multi-Scale Deep Graph Convolutional Networks
ChebyNet48.2%Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
MT-GCN69.5%Mutual Teaching for Graph Convolutional Networks
Snowball (linear + tanh)69.45%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
GGNN63.3%Gated Graph Sequence Neural Networks
GCN-FP63.2%Convolutional Networks on Graphs for Learning Molecular Fingerprints
Truncated Krylov72.57%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
DCNN66.7%Diffusion-Convolutional Neural Networks
Snowball (linear)70.04%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
GraphSAGE53.0%Inductive Representation Learning on Large Graphs
Snowball (tanh)68.99%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
VCHN74.3%View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes-
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Node Classification On Pubmed 005 | SOTA | HyperAI초신경