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ResearchFormerly WizWand

Node Classification on Film (fixed)

38AccuracyParaFormerGCN
26.5629.5332.535.47Sep 12, 2021May 29, 2022Feb 12, 2023Oct 30, 2023Jul 15, 2024Mar 31, 2025Dec 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ParaFormerGCNAuxiliary GNN module=GCN2025.1238
ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.1237.3
SGFormer2025.1237.2
NodeFormer2025.1236.9
ACM-Snowball-2layers=22021.0936.89
ACM-Snowball-3layers=32021.0936.82
Polynormer2025.1236.8
ACMII-Snowball-2layers=22021.0936.55
MLP2025.1236.5
SIGN2025.1236.5
ACMII-Snowball-3layers=32021.0936.49
GLoGNN2025.1236.4
NAGphormer2025.1236.4
ACM-GCN2021.0936.28
ACMII-GCN2021.0936.16
ACM-SGC-2order=22021.0936.04
H2GCN2021.0935.7
ACM-SGC-1order=12021.0935.49
GPRGNN2021.0935.16
CobFormer-TTask head module=Transformer2025.1234.9
FAGCN2021.0934.82
GPRGNN2025.1234.6
CPGNN2025.1234.5
H2GCN2025.1234.4
Graphormer2025.1233.9
GraphTrans2025.1232.1
Geom-GCN*2021.0931.59
APPNP2025.1231.3
CobFormer-GTask head module=GNN2025.1230.9
JKNet2025.1230.8
GCN2025.1230.1
GAT2025.1229.8
SGC2025.1227