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홈뉴스연구 논문튜토리얼데이터셋백과사전SOTALLM 모델GPU 랭킹컨퍼런스
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Node Classification On Cora 3

평가 지표

Accuracy

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름
Accuracy
Paper TitleRepository
GraphSAGE64.2%Inductive Representation Learning on Large Graphs
VCHN83.1%View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes
Truncated Krylov81.92%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
CPF-tra-GCNII84.18%Extract the Knowledge of Graph Neural Networks and Go Beyond it: An Effective Knowledge Distillation Framework
GCN-FP71.7%Convolutional Networks on Graphs for Learning Molecular Fingerprints
MT-GCN78.5%Mutual Teaching for Graph Convolutional Networks
GAT56.8%Graph Attention Networks
AdaLanczosNet77.7 ± 2.4LanczosNet: Multi-Scale Deep Graph Convolutional Networks
LanczosNet76.3 ± 2.3LanczosNet: Multi-Scale Deep Graph Convolutional Networks
GGNN73.1%Gated Graph Sequence Neural Networks
ChebyNet62.1%Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
Snowball (linear + tanh)79.52%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
Snowball (linear)80.96%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
Snowball (tanh)80.72%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
DCNN76.7%Diffusion-Convolutional Neural Networks
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