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ResearchFormerly WizWand

Node Classification on Citeseer full-supervised

0.8351AccuracyFAGCN
0.59850.6599250.721350.782775Jul 4, 2020Jun 30, 2021Jun 26, 2022Jun 22, 2023Jun 17, 2024Jun 13, 2025Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
FAGCNLearning Setting=full-supervised2022.120.8351
NFGNNLearning Setting=full-supervised2022.120.8056
BMGCNLearning Setting=full-supervised2022.120.8054
ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.120.805
GATLearning Setting=full-supervised2022.120.8033
APPNPLearning Setting=full-supervised2022.120.8022
BernNetLearning Setting=full-supervised2022.120.8017
GPRGNNLearning Setting=full-supervised2022.120.8013
NAGphormer2025.120.801
APPNPType=Non-linear2021.020.798
GCNLearning Setting=full-supervised2022.120.7967
ChebNetLearning Setting=full-supervised2022.120.7932
APPNP2025.120.793
DGCType=Linear2021.020.787
ParaFormerGCNAuxiliary GNN module=GCN2025.120.786
ERAlignGNNEvaluation Protocol=Full-supervised2026.060.7854
JK-ConcatType=Non-linear2021.020.783
SGCType=Linear2021.020.781
Geom-GCN-ISetting=Full-supervised2020.070.7799
ERAlignLLMEvaluation Protocol=Full-supervised2026.060.7782
JK-MaxPoolType=Non-linear2021.020.777
JKNet2025.120.777
GLoGNN2025.120.774
SGFormer2025.120.774
Polynormer2025.120.774
GCNII*Setting=Full-supervised, Layers=642020.070.7713
GPRGNN2025.120.771
H2GCN2025.120.771
GCNIISetting=Full-supervised, Layers=642020.070.7708
Incep(Drop)Setting=Full-supervised, Layers=82020.070.7683
GAT2025.120.766
SIGN2025.120.766
APPNPSetting=Full-supervised2020.070.7653
GCN2025.120.765
CobFormer-TTask head module=Transformer2025.120.765
CobFormer-GTask head module=GNN2025.120.764
MLPLearning Setting=full-supervised2022.120.7626
SGC2025.120.762
LLM4NGEvaluation Protocol=Full-supervised2026.060.7618
NodeFormer2025.120.761
JKNet(Drop)Setting=Full-supervised, Layers=82020.070.7596
LocleEvaluation Protocol=Full-supervised2026.060.7587
JKNetSetting=Full-supervised, Layers=82020.070.7585
CPGNN2025.120.755
Geom-GCN-PSetting=Full-supervised2020.070.7514
Geom-GCN-SSetting=Full-supervised2020.070.7471
JK-LSTMType=Non-linear2021.020.747
GATSetting=Full-supervised2020.070.7432
GATType=Non-linear2021.020.743
MLP2025.120.74
GCNSetting=Full-supervised2020.070.7368
GCNType=Non-linear2021.020.736
GraphTrans2025.120.721
Graphormer2025.120.662
LINKLearning Setting=full-supervised2022.120.6076