Graph Classification on obgn-Tech
87.9AccuracySA2GFM
Evaluation Results
| Method | Links | |
|---|---|---|
| SA2GFMshot=5-shot, attack_intensity_p=22025.11 | 87.9 | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 87.8 | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 87.7 | |
| SA2GFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 87 | |
| GCOPEshot=5-shot, attack=targeted poisoning, p=12025.11 | 86.3 | |
| MDGFMshot=5-shot, attack_intensity_p=22025.11 | 86 | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 85.9 | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 85.4 | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 85.3 | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 22025.11 | 84.6 | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 83.9 | |
| MDGFMshot=5-shot, poisoning_intensity=p = 32025.11 | 83.5 | |
| GraphBridgeshot=5-shot, attack=targeted poisoning, p=12025.11 | 83.5 | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 22025.11 | 83.3 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 82.9 | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 32025.11 | 82.6 | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 81.4 | |
| GraphPromptshot=5-shot, attack=targeted poisoning, p=12025.11 | 81.4 | |
| GraphPromptshot=5-shot, attack_intensity_p=22025.11 | 81.3 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 81 | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 80.7 | |
| MDGFMshot=5-shot, poisoning_intensity=p = 22025.11 | 80.1 | |
| GraphBridgeshot=5-shot, attack_intensity_p=22025.11 | 80.1 | |
| MDGFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 80 | |
| GCOPEshot=5-shot, poisoning_intensity=p = 32025.11 | 79.6 | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 79.1 | |
| MDGPTshot=5-shot, attack_intensity_p=22025.11 | 77.4 | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 77.1 | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 76.9 | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 76.9 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 76.3 | |
| GCOPEshot=5-shot, attack_intensity_p=22025.11 | 75.7 | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 75.6 | |
| GRAPHCLshot=5-shot, attack=targeted poisoning, p=12025.11 | 74.8 | |
| GRAPHCLshot=5-shot, attack_intensity_p=22025.11 | 74 | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 32025.11 | 73.8 | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 73.8 | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 22025.11 | 73.7 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 73.3 | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 73.1 | |
| DGIshot=5-shot, attack=targeted poisoning, p=12025.11 | 72.9 | |
| GCOPEshot=5-shot, poisoning_intensity=p = 22025.11 | 72.8 | |
| DGIshot=5-shot, attack_intensity_p=22025.11 | 72.6 | |
| MDGPTshot=5-shot, attack=targeted poisoning, p=12025.11 | 72.6 | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 71.9 | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 71.7 | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 22025.11 | 71.4 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 71 | |
| MDGPTshot=5-shot, poisoning_intensity=p = 22025.11 | 70.6 | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 70.1 | |
| GCNshot=5-shot, attack=targeted poisoning, p=12025.11 | 69.2 | |
| GATshot=5-shot, attack=targeted poisoning, p=12025.11 | 69.1 | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 69 | |
| MDGPTshot=5-shot, poisoning_intensity=p = 32025.11 | 68.8 | |
| GATshot=5-shot, attack_intensity_p=22025.11 | 68.7 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 68.7 | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 67.4 | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 67.3 | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 65 | |
| GCNshot=5-shot, poisoning_intensity=p = 22025.11 | 64.4 | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 63.9 | |
| GCNshot=5-shot, attack_intensity_p=22025.11 | 63.6 | |
| DGIshot=5-shot, poisoning_intensity=p = 22025.11 | 63.3 | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 63.1 | |
| DGIshot=5-shot, poisoning_intensity=p = 32025.11 | 62.9 | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 32025.11 | 61.1 | |
| GATshot=5-shot, poisoning_intensity=p = 22025.11 | 60.2 | |
| GCNshot=5-shot, poisoning_intensity=p = 32025.11 | 59.2 | |
| GATshot=5-shot, poisoning_intensity=p = 32025.11 | 59.1 | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 32025.11 | 54 |