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ResearchFormerly WizWand

Node Classification on Citeseer (Mean Accuracy)

97.96Mean AccuracyCGRL
73.166479.603286.0492.4768Mar 11, 2026Mar 26, 2026Apr 10, 2026Apr 25, 2026May 10, 2026May 25, 2026Jun 10, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CGRLBackbone=GCN2026.0397.96
CGRLBackbone=GAT2026.0397.74
CIA-LRABackbone=GAT2026.0395.47
CaNetBackbone=GAT2026.0395.33
CaNetBackbone=GCN2026.0394.57
CIA-LRABackbone=GCN2026.0394.22
TopFeaReAdversarial Attack=Nettack, Number of Perturbations=02026.0486.17
TopFeaReAdversarial Attack=Nettack, Number of Perturbations=32026.0485.88
TopFeaReAdversarial Attack=Nettack, Number of Perturbations=22026.0485.73
TopFeaReAdversarial Attack=Nettack, Number of Perturbations=12026.0485.44
TopFeaReAdversarial Attack=Nettack, Number of Perturbations=52026.0484.91
TopFeaReAdversarial Attack=Nettack, Number of Perturbations=42026.0484.66
HANGAdversarial Attack=Nettack, Number of Perturbations=02026.0483.9
GCNAdversarial Attack=Nettack, Number of Perturbations=42026.0483.75
GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=02026.0483.74
HANGAdversarial Attack=Nettack, Number of Perturbations=22026.0483.72
HANGAdversarial Attack=Nettack, Number of Perturbations=12026.0483.71
GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=52026.0483.62
HANGAdversarial Attack=Nettack, Number of Perturbations=32026.0483.56
GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=12026.0483.56
GCNAdversarial Attack=Nettack, Number of Perturbations=02026.0483.44
HANGAdversarial Attack=Nettack, Number of Perturbations=42026.0483.31
GCNAdversarial Attack=Nettack, Number of Perturbations=32026.0483.3
HANGAdversarial Attack=Nettack, Number of Perturbations=52026.0483.27
GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=32026.0483.11
GCNAdversarial Attack=Nettack, Number of Perturbations=12026.0483.09
GCNAdversarial Attack=Nettack, Number of Perturbations=52026.0483
GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=02026.0482.97
GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=22026.0482.82
MixupBackbone=GAT2026.0382.77
IRMBackbone=GAT2026.0382.73
SRGNNBackbone=GAT2026.0382.72
GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Supervised2026.0682.7
GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=42026.0482.69
GroupDROBackbone=GAT2026.0382.64
ERMBackbone=GAT2026.0382.6
GNNMERGEMerged Partner Dataset=WikiCS2026.0682.6
DANNBackbone=GAT2026.0382.49
CoralBackbone=GAT2026.0382.44
GNNMERGEMerged Partner Dataset=Pubmed2026.0682.44
GCNAdversarial Attack=Nettack, Number of Perturbations=22026.0482.36
GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Supervised2026.0682.3
GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=42026.0482.16
BaseMerged Partner Dataset=Pubmed2026.0681.97
BaseMerged Partner Dataset=WikiCS2026.0681.97
GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Supervised2026.0681.9
GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=32026.0481.86
GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=12026.0481.74
GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=22026.0481.41
GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=52026.0481.38
GIT-REBASINMerged Partner Dataset=Pubmed2026.0680.25
GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Supervised2026.0680.2
PloyGCLMethod Category=Hetero-oriented, Trials=102026.0579.81
SURGERYMerged Partner Dataset=WikiCS2026.0679.56
SURGERYMerged Partner Dataset=Pubmed2026.0679.5
PERMUTEMerged Partner Dataset=Pubmed2026.0679.15
LLaGAEvaluation Protocol=Supervised2026.0678.8
ZIPIT!Merged Partner Dataset=Pubmed2026.0678.68
WAVG.Merged Partner Dataset=Pubmed2026.0678.09
Geom-GCNMethod Category=Hetero-oriented, Trials=102026.0578.02
GREADMethod Category=Diff. equation, Trials=102026.0577.6
GCNIIMethod Category=Anti-Ovs., Trials=102026.0577.33
MixupBackbone=GCN2026.0377.28
GRAFFMethod Category=Diff. equation, Trials=102026.0576.92
CGNNMethod Category=Cont.-t., Trials=102026.0576.91
GNSNMethod Category=New, Trials=102026.0576.87
GJDNetPtb Rate=0.00, Attack Method=Min-Max attack, Graph Type=assortative2026.0676.51
GRANDMethod Category=Diff. equation, Trials=102026.0576.46
GJDNetPtb Rate=0.05, Attack Method=Min-Max attack, Graph Type=assortative2026.0676.33
GDEMethod Category=Cont.-t., Trials=102026.0576.21
SRGNNBackbone=GCN2026.0376.1
TAPEEvaluation Protocol=Supervised2026.0676.1
RFHNDRank=12026.0376.04
JKNetMethod Category=Anti-Ovs., Trials=102026.0575.99
HND-NLRank=22026.0475.8
GraphGPTEvaluation Protocol=Supervised2026.0675.7
HND-LRank=12026.0475.51
ACMPMethod Category=Diff. equation, Trials=102026.0575.5
IRMBackbone=GCN2026.0375.34
HyperSheafletsRank=52026.0475.19
GroupDROBackbone=GCN2026.0375.02
CoralBackbone=GCN2026.0374.97
ERMBackbone=GCN2026.0374.93
ZIPIT!Merged Partner Dataset=WikiCS2026.0674.92
KHGNNRank=42026.0374.8
KHGNNRank=72026.0474.8
EERMBackbone=GCN2026.0374.76
DANNBackbone=GCN2026.0374.74
FrameHGNNRank=22026.0374.72
FrameHGNNRank=42026.0474.72
HyperUFGRank=32026.0474.72
FRONDMethod Category=Cont.-t., Trials=102026.0574.7
GJDNetPtb Rate=0.10, Attack Method=Min-Max attack, Graph Type=assortative2026.0674.67
GNN-as-JudgeShot=10-shot2026.0374.62
GATEvaluation Protocol=Supervised2026.0674.6
GCNEvaluation Protocol=Supervised2026.0674.5
HNSDRank=112026.0474.4
GNN-as-JudgeShot=5-shot2026.0374.39
UnGSL+InGSLEdge Reduction (%)=50%2026.0574.35
HANRank=92026.0374.12