Node Classification on Citeseer (Mean Accuracy)
97.96Mean AccuracyCGRL
Evaluation Results
| Method | Links | |
|---|---|---|
| CGRLBackbone=GCN2026.03 | 97.96 | |
| CGRLBackbone=GAT2026.03 | 97.74 | |
| CIA-LRABackbone=GAT2026.03 | 95.47 | |
| CaNetBackbone=GAT2026.03 | 95.33 | |
| CaNetBackbone=GCN2026.03 | 94.57 | |
| CIA-LRABackbone=GCN2026.03 | 94.22 | |
| TopFeaReAdversarial Attack=Nettack, Number of Perturbations=02026.04 | 86.17 | |
| TopFeaReAdversarial Attack=Nettack, Number of Perturbations=32026.04 | 85.88 | |
| TopFeaReAdversarial Attack=Nettack, Number of Perturbations=22026.04 | 85.73 | |
| TopFeaReAdversarial Attack=Nettack, Number of Perturbations=12026.04 | 85.44 | |
| TopFeaReAdversarial Attack=Nettack, Number of Perturbations=52026.04 | 84.91 | |
| TopFeaReAdversarial Attack=Nettack, Number of Perturbations=42026.04 | 84.66 | |
| HANGAdversarial Attack=Nettack, Number of Perturbations=02026.04 | 83.9 | |
| GCNAdversarial Attack=Nettack, Number of Perturbations=42026.04 | 83.75 | |
| GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=02026.04 | 83.74 | |
| HANGAdversarial Attack=Nettack, Number of Perturbations=22026.04 | 83.72 | |
| HANGAdversarial Attack=Nettack, Number of Perturbations=12026.04 | 83.71 | |
| GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=52026.04 | 83.62 | |
| HANGAdversarial Attack=Nettack, Number of Perturbations=32026.04 | 83.56 | |
| GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=12026.04 | 83.56 | |
| GCNAdversarial Attack=Nettack, Number of Perturbations=02026.04 | 83.44 | |
| HANGAdversarial Attack=Nettack, Number of Perturbations=42026.04 | 83.31 | |
| GCNAdversarial Attack=Nettack, Number of Perturbations=32026.04 | 83.3 | |
| HANGAdversarial Attack=Nettack, Number of Perturbations=52026.04 | 83.27 | |
| GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=32026.04 | 83.11 | |
| GCNAdversarial Attack=Nettack, Number of Perturbations=12026.04 | 83.09 | |
| GCNAdversarial Attack=Nettack, Number of Perturbations=52026.04 | 83 | |
| GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=02026.04 | 82.97 | |
| GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=22026.04 | 82.82 | |
| MixupBackbone=GAT2026.03 | 82.77 | |
| IRMBackbone=GAT2026.03 | 82.73 | |
| SRGNNBackbone=GAT2026.03 | 82.72 | |
| GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Supervised2026.06 | 82.7 | |
| GCN-JaccardAdversarial Attack=Nettack, Number of Perturbations=42026.04 | 82.69 | |
| GroupDROBackbone=GAT2026.03 | 82.64 | |
| ERMBackbone=GAT2026.03 | 82.6 | |
| GNNMERGEMerged Partner Dataset=WikiCS2026.06 | 82.6 | |
| DANNBackbone=GAT2026.03 | 82.49 | |
| CoralBackbone=GAT2026.03 | 82.44 | |
| GNNMERGEMerged Partner Dataset=Pubmed2026.06 | 82.44 | |
| GCNAdversarial Attack=Nettack, Number of Perturbations=22026.04 | 82.36 | |
| GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Supervised2026.06 | 82.3 | |
| GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=42026.04 | 82.16 | |
| BaseMerged Partner Dataset=Pubmed2026.06 | 81.97 | |
| BaseMerged Partner Dataset=WikiCS2026.06 | 81.97 | |
| GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Supervised2026.06 | 81.9 | |
| GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=32026.04 | 81.86 | |
| GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=12026.04 | 81.74 | |
| GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=22026.04 | 81.41 | |
| GCN-SVDAdversarial Attack=Nettack, Number of Perturbations=52026.04 | 81.38 | |
| GIT-REBASINMerged Partner Dataset=Pubmed2026.06 | 80.25 | |
| GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Supervised2026.06 | 80.2 | |
| PloyGCLMethod Category=Hetero-oriented, Trials=102026.05 | 79.81 | |
| SURGERYMerged Partner Dataset=WikiCS2026.06 | 79.56 | |
| SURGERYMerged Partner Dataset=Pubmed2026.06 | 79.5 | |
| PERMUTEMerged Partner Dataset=Pubmed2026.06 | 79.15 | |
| LLaGAEvaluation Protocol=Supervised2026.06 | 78.8 | |
| ZIPIT!Merged Partner Dataset=Pubmed2026.06 | 78.68 | |
| WAVG.Merged Partner Dataset=Pubmed2026.06 | 78.09 | |
| Geom-GCNMethod Category=Hetero-oriented, Trials=102026.05 | 78.02 | |
| GREADMethod Category=Diff. equation, Trials=102026.05 | 77.6 | |
| GCNIIMethod Category=Anti-Ovs., Trials=102026.05 | 77.33 | |
| MixupBackbone=GCN2026.03 | 77.28 | |
| GRAFFMethod Category=Diff. equation, Trials=102026.05 | 76.92 | |
| CGNNMethod Category=Cont.-t., Trials=102026.05 | 76.91 | |
| GNSNMethod Category=New, Trials=102026.05 | 76.87 | |
| GJDNetPtb Rate=0.00, Attack Method=Min-Max attack, Graph Type=assortative2026.06 | 76.51 | |
| GRANDMethod Category=Diff. equation, Trials=102026.05 | 76.46 | |
| GJDNetPtb Rate=0.05, Attack Method=Min-Max attack, Graph Type=assortative2026.06 | 76.33 | |
| GDEMethod Category=Cont.-t., Trials=102026.05 | 76.21 | |
| SRGNNBackbone=GCN2026.03 | 76.1 | |
| TAPEEvaluation Protocol=Supervised2026.06 | 76.1 | |
| RFHNDRank=12026.03 | 76.04 | |
| JKNetMethod Category=Anti-Ovs., Trials=102026.05 | 75.99 | |
| HND-NLRank=22026.04 | 75.8 | |
| GraphGPTEvaluation Protocol=Supervised2026.06 | 75.7 | |
| HND-LRank=12026.04 | 75.51 | |
| ACMPMethod Category=Diff. equation, Trials=102026.05 | 75.5 | |
| IRMBackbone=GCN2026.03 | 75.34 | |
| HyperSheafletsRank=52026.04 | 75.19 | |
| GroupDROBackbone=GCN2026.03 | 75.02 | |
| CoralBackbone=GCN2026.03 | 74.97 | |
| ERMBackbone=GCN2026.03 | 74.93 | |
| ZIPIT!Merged Partner Dataset=WikiCS2026.06 | 74.92 | |
| KHGNNRank=42026.03 | 74.8 | |
| KHGNNRank=72026.04 | 74.8 | |
| EERMBackbone=GCN2026.03 | 74.76 | |
| DANNBackbone=GCN2026.03 | 74.74 | |
| FrameHGNNRank=22026.03 | 74.72 | |
| FrameHGNNRank=42026.04 | 74.72 | |
| HyperUFGRank=32026.04 | 74.72 | |
| FRONDMethod Category=Cont.-t., Trials=102026.05 | 74.7 | |
| GJDNetPtb Rate=0.10, Attack Method=Min-Max attack, Graph Type=assortative2026.06 | 74.67 | |
| GNN-as-JudgeShot=10-shot2026.03 | 74.62 | |
| GATEvaluation Protocol=Supervised2026.06 | 74.6 | |
| GCNEvaluation Protocol=Supervised2026.06 | 74.5 | |
| HNSDRank=112026.04 | 74.4 | |
| GNN-as-JudgeShot=5-shot2026.03 | 74.39 | |
| UnGSL+InGSLEdge Reduction (%)=50%2026.05 | 74.35 | |
| HANRank=92026.03 | 74.12 |