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ResearchFormerly WizWand

Node Classification on Pubmed (Epsilon Accuracy)

80.5Accuracy (Clean)GPRGNN
77.27678.11378.9579.787Jun 27, 2023Dec 27, 2023Jun 28, 2024Dec 28, 2024Jun 30, 2025Dec 30, 2025Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GPRGNNAdversarial training=true, Attack type=LR-BCD2023.0680.575.874.7
GPRGNNAdversarial training=true, Attack type=PR-BCD2023.0680.47368.8
SGFormer2026.0780.3——
GraphGPS2026.0779.94——
NodeFormer2026.0779.9——
NAGphormer2026.0779.73——
X-LogSMaskConfiguration=ours2026.0779.6——
Exphormer2026.0779.46——
GraphSAGE2026.0779.41——
Polynormer2026.0779.24——
X-LogSMaskLayers=12026.0779.2——
GOAT2026.0779.13——
GAT2026.0779——
GPRGNNAdversarial training=false, Attack type=LR-BCD2023.0678.861.154
GPRGNNAdversarial training=false, Attack type=PR-BCD2023.0678.85742.7
GCN2026.0778.8——
GCNAdversarial training=false, Attack type=LR-BCD2023.0677.460.452.8
GCNAdversarial training=false, Attack type=PR-BCD2023.0677.45439.3