Graph Classification on obgn-Home
77.9AccuracySA2GFM
Evaluation Results
| Method | Links | |
|---|---|---|
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 77.9 | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 77.8 | |
| SA2GFMshot=5-shot, attack_intensity_p=22025.11 | 77.5 | |
| MDGFMshot=5-shot, poisoning_intensity=p = 22025.11 | 77.2 | |
| SA2GFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 77 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 76.8 | |
| MDGFMshot=5-shot, attack_intensity_p=22025.11 | 76.2 | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 75.6 | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 75.2 | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 74.8 | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 22025.11 | 74.5 | |
| GraphPromptshot=5-shot, attack_intensity_p=22025.11 | 73.9 | |
| MDGFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 73.8 | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 32025.11 | 73.1 | |
| GraphBridgeshot=5-shot, attack_intensity_p=22025.11 | 73.1 | |
| MDGPTshot=5-shot, attack_intensity_p=22025.11 | 72.2 | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 72.1 | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 72 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 70.7 | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 70.6 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 70.6 | |
| GCOPEshot=5-shot, attack_intensity_p=22025.11 | 70.3 | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 70 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 69.8 | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 69.6 | |
| MDGFMshot=5-shot, poisoning_intensity=p = 32025.11 | 69.3 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 69.1 | |
| GATshot=5-shot, attack_intensity_p=22025.11 | 68.5 | |
| DGIshot=5-shot, attack_intensity_p=22025.11 | 68.1 | |
| MDGPTshot=5-shot, poisoning_intensity=p = 32025.11 | 67.7 | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 67.5 | |
| DGIshot=5-shot, attack=targeted poisoning, p=12025.11 | 67.5 | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 67.4 | |
| GRAPHCLshot=5-shot, attack_intensity_p=22025.11 | 67.3 | |
| MDGPTshot=5-shot, attack=targeted poisoning, p=12025.11 | 67.2 | |
| DGIshot=5-shot, poisoning_intensity=p = 22025.11 | 67 | |
| MDGPTshot=5-shot, poisoning_intensity=p = 22025.11 | 66.6 | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 66.4 | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 66.1 | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 66 | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 65.8 | |
| GraphBridgeshot=5-shot, attack=targeted poisoning, p=12025.11 | 65.6 | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 65.3 | |
| GRAPHCLshot=5-shot, attack=targeted poisoning, p=12025.11 | 65.3 | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 64.9 | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 64.4 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 64.4 | |
| GCNshot=5-shot, attack_intensity_p=22025.11 | 63.9 | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 22025.11 | 63.1 | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 22025.11 | 62.8 | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 32025.11 | 62.3 | |
| GraphPromptshot=5-shot, attack=targeted poisoning, p=12025.11 | 61.6 | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 32025.11 | 61.4 | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 61.2 | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 22025.11 | 61.1 | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 60.5 | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 60.3 | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 60.2 | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 32025.11 | 59.3 | |
| GCNshot=5-shot, attack=targeted poisoning, p=12025.11 | 59.2 | |
| GATshot=5-shot, attack=targeted poisoning, p=12025.11 | 58.3 | |
| GATshot=5-shot, poisoning_intensity=p = 22025.11 | 56.8 | |
| GATshot=5-shot, poisoning_intensity=p = 32025.11 | 56.5 | |
| DGIshot=5-shot, poisoning_intensity=p = 32025.11 | 56.1 | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 54.1 | |
| GCNshot=5-shot, poisoning_intensity=p = 22025.11 | 54.1 | |
| GCNshot=5-shot, poisoning_intensity=p = 32025.11 | 52.9 | |
| GCOPEshot=5-shot, poisoning_intensity=p = 32025.11 | 51.6 | |
| GCOPEshot=5-shot, attack=targeted poisoning, p=12025.11 | 51.6 | |
| GCOPEshot=5-shot, poisoning_intensity=p = 22025.11 | 50.4 |