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홈뉴스연구 논문튜토리얼데이터셋백과사전SOTALLM 모델GPU 랭킹컨퍼런스
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Node Classification On Cora 05

평가 지표

Accuracy

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름
Accuracy
Paper TitleRepository
GraphSAGE37.5%Inductive Representation Learning on Large Graphs
Snowball (linear + tanh)67.76%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
CPF-ind_APPNP77.3%Extract the Knowledge of Graph Neural Networks and Go Beyond it: An Effective Knowledge Distillation Framework
GAT41.4%Graph Attention Networks
Snowball (tanh)71.36%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
ChebyNet33.9%Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
GCN-FP50.5%Convolutional Networks on Graphs for Learning Molecular Fingerprints
MT-GCN66.9%Mutual Teaching for Graph Convolutional Networks
Snowball (linear)69.99%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
GGNN48.2%Gated Graph Sequence Neural Networks
DCNN59.0%Diffusion-Convolutional Neural Networks
LanczosNet58.1 ± 8.2LanczosNet: Multi-Scale Deep Graph Convolutional Networks
AdaLanczosNet60.8 ± 9.0LanczosNet: Multi-Scale Deep Graph Convolutional Networks
Truncated Krylov74.89%Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
VCHN74.9%View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes
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