Graph Classification on CiteSeer
73.32AccuracyTRI-GNND
Evaluation results
| Method | Links | |
|---|---|---|
| TRI-GNND2021.10 | 73.32 | |
| GCN-LPA2021.10 | 71.4 | |
| DFNet-ATT2021.10 | 70.18 | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 65.6 | |
| RAG-GFMSetting=LODO (dataset), m-shot=52026.01 | 65.5 | |
| ZeroGSetting=LODO (dataset), m-shot=52026.01 | 64 | |
| UniGraphSetting=LODO (dataset), m-shot=52026.01 | 64 | |
| SA2GFMshot=5-shot, attack_intensity_p=22025.11 | 64 | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 64 | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 63.9 | |
| SA2GFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 63.5 | |
| GraphCLIPSetting=LODO (dataset), m-shot=52026.01 | 63 | |
| SAMGPTSetting=LODO (dataset), m-shot=52026.01 | 62.4 | |
| MDGFMshot=5-shot, attack_intensity_p=22025.11 | 62.4 | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 61.9 | |
| GraphBridgeshot=5-shot, attack=targeted poisoning, p=12025.11 | 61.8 | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 61 | |
| MDGFMSetting=LODO (dataset), m-shot=52026.01 | 60.8 | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 60.8 | |
| GraphBridgeshot=5-shot, attack_intensity_p=22025.11 | 60.7 | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 22025.11 | 60.6 | |
| MDGFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 60.4 | |
| OFASetting=LODO (dataset), m-shot=52026.01 | 60 | |
| MDGPTSetting=LODO (dataset), m-shot=52026.01 | 59.3 | |
| MDGFMshot=5-shot, poisoning_intensity=p = 22025.11 | 58.9 | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 32025.11 | 58.7 | |
| GCOPEshot=5-shot, attack_intensity_p=22025.11 | 58.5 | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 58.4 | |
| GCOPESetting=LODO (dataset), m-shot=52026.01 | 58.2 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 57.6 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 55.9 | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 55.5 | |
| MDGFMshot=5-shot, poisoning_intensity=p = 32025.11 | 55.2 | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 55.2 | |
| GraphPromptshot=5-shot, attack=targeted poisoning, p=12025.11 | 55.1 | |
| GraphPromptshot=5-shot, attack_intensity_p=22025.11 | 55 | |
| GRAPHCLshot=5-shot, attack_intensity_p=22025.11 | 54.8 | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 54.3 | |
| GRAPHCLshot=5-shot, attack=targeted poisoning, p=12025.11 | 53.8 | |
| DGIshot=5-shot, attack_intensity_p=22025.11 | 53.5 | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 22025.11 | 53.4 | |
| GATshot=5-shot, attack_intensity_p=22025.11 | 53.3 | |
| MDGPTshot=5-shot, attack=targeted poisoning, p=12025.11 | 53.3 | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 53.2 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 53.2 | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 22025.11 | 53.1 | |
| DGIshot=5-shot, attack=targeted poisoning, p=12025.11 | 53.1 | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 52.8 | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 52.6 | |
| MDGPTshot=5-shot, attack_intensity_p=22025.11 | 52.3 | |
| RAG-GFMSetting=LODO (dataset), m-shot=12026.01 | 52.2 | |
| DGIshot=5-shot, poisoning_intensity=p = 22025.11 | 52 | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 32025.11 | 51.9 | |
| GCOPEshot=5-shot, attack=targeted poisoning, p=12025.11 | 51.3 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 51.1 | |
| GATshot=5-shot, attack=targeted poisoning, p=12025.11 | 51 | |
| UniGraphSetting=LODO (dataset), m-shot=12026.01 | 50.9 | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 50.5 | |
| GraphCLIPSetting=LODO (dataset), m-shot=12026.01 | 50.4 | |
| ZeroGSetting=LODO (dataset), m-shot=12026.01 | 50.3 | |
| GCOPEshot=5-shot, poisoning_intensity=p = 32025.11 | 50 | |
| GATshot=5-shot, poisoning_intensity=p = 22025.11 | 49.6 | |
| GCOPEshot=5-shot, poisoning_intensity=p = 22025.11 | 49.6 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 48.7 | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 48.1 | |
| GCNshot=5-shot, attack_intensity_p=22025.11 | 47.9 | |
| InfoGraphSetting=LODO (dataset), m-shot=52026.01 | 47.2 | |
| MDGMIX2026.05 | 46.83 | |
| MDGFM2026.05 | 46.51 | |
| GraphCLSetting=LODO (dataset), m-shot=52026.01 | 46.4 | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 46.4 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 46.4 | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 46.3 | |
| DGIshot=5-shot, poisoning_intensity=p = 32025.11 | 46.2 | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 45.5 | |
| OFASetting=LODO (dataset), m-shot=12026.01 | 45.4 | |
| GATSetting=LODO (dataset), m-shot=52026.01 | 45.3 | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 32025.11 | 45 | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 22025.11 | 44.9 | |
| GCNSetting=LODO (dataset), m-shot=52026.01 | 43.9 | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 43.5 | |
| MDGFMSetting=LODO (dataset), m-shot=12026.01 | 43.4 | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 32025.11 | 42.9 | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 42.8 | |
| SAMGPTSetting=LODO (dataset), m-shot=12026.01 | 42.4 | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 41.7 | |
| MDGPTshot=5-shot, poisoning_intensity=p = 22025.11 | 41.5 | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 41.3 | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 41.2 | |
| SAMGPT2026.05 | 41.15 | |
| GCOPESetting=LODO (dataset), m-shot=12026.01 | 41 | |
| MDGPTSetting=LODO (dataset), m-shot=12026.01 | 41 | |
| MDGPTshot=5-shot, poisoning_intensity=p = 32025.11 | 40.6 | |
| SimGRACE2026.05 | 40.56 | |
| GraphCL2026.05 | 40.38 | |
| BRIDGE2026.05 | 40.3 | |
| GPF+2026.05 | 40.23 | |
| GCOPE2026.05 | 40.03 | |
| GATshot=5-shot, poisoning_intensity=p = 32025.11 | 39.4 | |
| GraphPrompt2026.05 | 39.26 |