paper-with-me

Node Classification 벤치마크

Node Classification on Chameleon (48%/32%/20% fixed splits)

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Accuracy

45.56 51.17 56.77 62.38 67.98 2022-11 2026-09 GREAD-BS — 67.98 (2022-11-25) GNNMoE(GCN-like P) — 47.19 (2024-12-11) GNNMoE(SAGE-like P) — 45.73 (2024-12-11) GNNMoE(GAT-like P) — 45.56 (2024-12-11) GREAD-BS — 67.98 (2022-11-25)
RankModel Accuracy PaperCodeYear
1 GREAD-BS 67.98 GREAD: Graph Neural Reaction-Diffusion Networks jeongwhanchoi/gread 2022
2 GNNMoE(GCN-like P) 47.19±2.93 Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification GISec-Team/GNNMoE 2024
3 GNNMoE(SAGE-like P) 45.73±3.19 Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification GISec-Team/GNNMoE 2024
4 GNNMoE(GAT-like P) 45.56±3.94 Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification GISec-Team/GNNMoE 2024
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