Graph Classification on Wiki-CS
66.4AccuracyMDGFM
Evaluation results
| Method | Links | |
|---|---|---|
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 66.4 | |
| SA2GFMshot=5-shot, attack_intensity_p=22025.11 | 64.6 | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 64.3 | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 64.2 | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 64.2 | |
| SA2GFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 63.4 | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 62.8 | |
| MDGFMshot=5-shot, attack_intensity_p=22025.11 | 62.6 | |
| RAG-GFMSetting=LODO (domain), m-shot=52026.01 | 62 | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 61.6 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 61.5 | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 22025.11 | 61.4 | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 61.2 | |
| MDGFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 61 | |
| GraphBridgeshot=5-shot, attack_intensity_p=22025.11 | 60.6 | |
| MDGFMshot=5-shot, poisoning_intensity=p = 22025.11 | 60.5 | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 60.1 | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 32025.11 | 59 | |
| UniGraphSetting=LODO (domain), m-shot=52026.01 | 58.9 | |
| GraphCLIPSetting=LODO (domain), m-shot=52026.01 | 58.8 | |
| GraphBridgeshot=5-shot, attack=targeted poisoning, p=12025.11 | 58.6 | |
| ZeroGSetting=LODO (domain), m-shot=52026.01 | 57.8 | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 57.2 | |
| MDGFMshot=5-shot, poisoning_intensity=p = 32025.11 | 56.5 | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 56.5 | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 22025.11 | 56.5 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 56 | |
| MDGPTshot=5-shot, attack_intensity_p=22025.11 | 55.2 | |
| GRAPHCLshot=5-shot, attack_intensity_p=22025.11 | 54.8 | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 54.5 | |
| MDGPTshot=5-shot, attack=targeted poisoning, p=12025.11 | 54.1 | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 53.6 | |
| GCOPEshot=5-shot, attack=targeted poisoning, p=12025.11 | 53.4 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 52.6 | |
| GCOPEshot=5-shot, attack_intensity_p=22025.11 | 52.3 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 52.3 | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 52 | |
| MDGPTshot=5-shot, poisoning_intensity=p = 22025.11 | 51.2 | |
| DGIshot=5-shot, attack_intensity_p=22025.11 | 51.2 | |
| GATshot=5-shot, attack_intensity_p=22025.11 | 50.8 | |
| DGIshot=5-shot, attack=targeted poisoning, p=12025.11 | 50.8 | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 50.5 | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 50.5 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 50.1 | |
| GCOPESetting=LODO (domain), m-shot=52026.01 | 49.8 | |
| DGIshot=5-shot, poisoning_intensity=p = 22025.11 | 49.5 | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 49.1 | |
| DGIshot=5-shot, poisoning_intensity=p = 32025.11 | 49 | |
| MDGPTshot=5-shot, poisoning_intensity=p = 32025.11 | 49 | |
| GraphPromptshot=5-shot, attack_intensity_p=22025.11 | 49 | |
| MDGPTSetting=LODO (domain), m-shot=52026.01 | 48.9 | |
| GATshot=5-shot, poisoning_intensity=p = 32025.11 | 48.8 | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 32025.11 | 48.6 | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 48.5 | |
| SAMGPTSetting=LODO (domain), m-shot=52026.01 | 48.3 | |
| GraphPromptshot=5-shot, attack=targeted poisoning, p=12025.11 | 48.2 | |
| OFASetting=LODO (domain), m-shot=52026.01 | 48.1 | |
| RAG-GFMSetting=LODO (domain), m-shot=12026.01 | 48.1 | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 47.8 | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 22025.11 | 47.6 | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 32025.11 | 47.2 | |
| GATshot=5-shot, poisoning_intensity=p = 22025.11 | 47.1 | |
| UniGraphSetting=LODO (domain), m-shot=12026.01 | 47 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 46.6 | |
| MDGFMSetting=LODO (domain), m-shot=52026.01 | 46.4 | |
| ZeroGSetting=LODO (domain), m-shot=12026.01 | 46.1 | |
| GCOPEshot=5-shot, poisoning_intensity=p = 22025.11 | 46.1 | |
| GraphCLIPSetting=LODO (domain), m-shot=12026.01 | 46 | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 45.9 | |
| GCNshot=5-shot, attack=targeted poisoning, p=12025.11 | 45.6 | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 45.1 | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 44.2 | |
| GRAPHCLshot=5-shot, attack=targeted poisoning, p=12025.11 | 43.9 | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 43.8 | |
| GCNshot=5-shot, attack_intensity_p=22025.11 | 43.8 | |
| SAMGPTSetting=LODO (domain), m-shot=12026.01 | 43.5 | |
| MDGPTSetting=LODO (domain), m-shot=12026.01 | 43.2 | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 32025.11 | 43.1 | |
| GCNshot=5-shot, poisoning_intensity=p = 22025.11 | 43.1 | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 42.9 | |
| GraphCLSetting=LODO (domain), m-shot=52026.01 | 42.5 | |
| InfoGraphSetting=LODO (domain), m-shot=52026.01 | 42.4 | |
| OFASetting=LODO (domain), m-shot=12026.01 | 42.4 | |
| GCOPESetting=LODO (domain), m-shot=12026.01 | 42.2 | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 22025.11 | 42.2 | |
| MDGFMSetting=LODO (domain), m-shot=12026.01 | 41.8 | |
| GCNSetting=LODO (domain), m-shot=52026.01 | 41.5 | |
| GCNshot=5-shot, poisoning_intensity=p = 32025.11 | 41.4 | |
| GATSetting=LODO (domain), m-shot=52026.01 | 41.1 | |
| GraphCLSetting=LODO (domain), m-shot=12026.01 | 40.8 | |
| GATshot=5-shot, attack=targeted poisoning, p=12025.11 | 40.8 | |
| InfoGraphSetting=LODO (domain), m-shot=12026.01 | 40.4 | |
| GCOPEshot=5-shot, poisoning_intensity=p = 32025.11 | 40.1 | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 40 | |
| GCNSetting=LODO (domain), m-shot=12026.01 | 38.9 | |
| GATSetting=LODO (domain), m-shot=12026.01 | 38.3 |