Node Classification on ogbn-Tech
84.6AccuracySA2GFM
Evaluation Results
| Method | Links | |
|---|---|---|
| SA2GFMshots=5-shot, attack=targeted evasion attack, p=22025.11 | 84.6 | |
| GraphBridgeshots=5-shot, attack=targeted evasion attack, p=22025.11 | 83.3 | |
| MDGFMshots=5-shot, attack_level=p=12025.11 | 83.2 | |
| SA2GFMshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 81.3 | |
| MDGFMshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 81.2 | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 80.9 | |
| SA2GFMshots=5-shot, attack_level=p=12025.11 | 80.4 | |
| MDGFMshots=5-shot, attack=targeted evasion attack, p=22025.11 | 80.1 | |
| SA2GFMshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 80 | |
| GCOPEshots=5-shot, attack_level=p=12025.11 | 79.2 | |
| GraphPromptshots=5-shot, attack_level=p=12025.11 | 78.8 | |
| MDGFMshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 78.1 | |
| GraphBridgeshots=5-shot, attack_level=p=12025.11 | 78.1 | |
| GCOPEshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 77.8 | |
| SA2GFMshot=5-shot, attack=targeted poisoning, p=22025.11 | 77.1 | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 77 | |
| GraphBridgeshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 76.9 | |
| GCOPEshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 76.4 | |
| GraphBridgeshot=5-shot, attack=targeted poisoning, p=22025.11 | 76.1 | |
| DGIshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 76 | |
| MDGPTshots=5-shot, attack_level=p=12025.11 | 75.8 | |
| MDGFMshot=5-shot, attack=targeted poisoning, p=22025.11 | 74.9 | |
| GraphBridgeshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 74.6 | |
| MDGPTshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 74.4 | |
| MDGPTshot=5-shot, attack=targeted poisoning, p=22025.11 | 74.3 | |
| GRAPHCLshots=5-shot, attack=targeted evasion attack, p=22025.11 | 73.7 | |
| MDGPTshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 73.6 | |
| GCOPEshots=5-shot, attack=targeted evasion attack, p=22025.11 | 72.8 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 72.1 | |
| GraphPromptshots=5-shot, attack=targeted evasion attack, p=22025.11 | 71.4 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 71.2 | |
| GATshots=5-shot, attack_level=p=12025.11 | 71.2 | |
| GRAPHCLshots=5-shot, attack_level=p=12025.11 | 71.2 | |
| GCOPEshot=5-shot, attack=targeted poisoning, p=22025.11 | 71.1 | |
| GraphPromptshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 70.8 | |
| MDGPTshots=5-shot, attack=targeted evasion attack, p=22025.11 | 70.6 | |
| DGIshots=5-shot, attack_level=p=12025.11 | 70.2 | |
| GraphPromptshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 69.8 | |
| GCNshots=5-shot, attack_level=p=12025.11 | 69.8 | |
| GraphPromptshot=5-shot, attack=targeted poisoning, p=22025.11 | 69 | |
| GRAPHCLshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 68.7 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 67.7 | |
| GRAPHCLshot=5-shot, attack=targeted poisoning, p=22025.11 | 67.6 | |
| DGIshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 67.6 | |
| DGIshot=5-shot, attack=targeted poisoning, p=22025.11 | 66.5 | |
| GRAPHCLshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 66.3 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 65.7 | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 64.9 | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 64.6 | |
| GCNshots=5-shot, attack=targeted evasion attack, p=22025.11 | 64.4 | |
| DGIshots=5-shot, attack=targeted evasion attack, p=22025.11 | 63.2 | |
| GATshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 63.2 | |
| GATshot=5-shot, attack=targeted poisoning, p=22025.11 | 62.2 | |
| GCNshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 62.1 | |
| GATshots=5-shot, attack=targeted evasion attack, p=22025.11 | 60.2 | |
| GCNshot=5-shot, attack=targeted poisoning, p=22025.11 | 58.8 | |
| GCNshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 56.6 | |
| GATshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 55.4 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 51.4 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 47.8 |