Node Classification on ogbn-Home
77.3AccuracyMDGFM
Evaluation Results
| Method | Links | |
|---|---|---|
| MDGFMshots=5-shot, attack=targeted evasion attack, p=22025.11 | 77.3 | |
| SA2GFMshots=5-shot, attack=targeted evasion attack, p=22025.11 | 74.5 | |
| SA2GFMshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 69 | |
| SA2GFMshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 69 | |
| MDGFMshot=5-shot, attack=targeted poisoning, p=22025.11 | 68.6 | |
| SA2GFMshots=5-shot, attack_level=p=12025.11 | 68.3 | |
| MDGFMshots=5-shot, attack_level=p=12025.11 | 67.8 | |
| MDGFMshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 67.3 | |
| DGIshots=5-shot, attack=targeted evasion attack, p=22025.11 | 67 | |
| MDGPTshots=5-shot, attack=targeted evasion attack, p=22025.11 | 66.6 | |
| SA2GFMshot=5-shot, attack=targeted poisoning, p=22025.11 | 66.3 | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 66.1 | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 65.9 | |
| MDGFMshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 65.3 | |
| GraphBridgeshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 63.5 | |
| GraphBridgeshots=5-shot, attack=targeted evasion attack, p=22025.11 | 63.1 | |
| GRAPHCLshots=5-shot, attack=targeted evasion attack, p=22025.11 | 62.9 | |
| MDGPTshot=5-shot, attack=targeted poisoning, p=22025.11 | 62.6 | |
| GraphBridgeshots=5-shot, attack_level=p=12025.11 | 62.3 | |
| GraphBridgeshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 62.2 | |
| GATshots=5-shot, attack_level=p=12025.11 | 61.6 | |
| MDGPTshots=5-shot, attack_level=p=12025.11 | 61.3 | |
| GraphPromptshots=5-shot, attack=targeted evasion attack, p=22025.11 | 61.1 | |
| DGIshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 61 | |
| GraphBridgeshot=5-shot, attack=targeted poisoning, p=22025.11 | 60.9 | |
| GCOPEshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 60.7 | |
| DGIshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 60.1 | |
| DGIshots=5-shot, attack_level=p=12025.11 | 59.9 | |
| GCOPEshots=5-shot, attack_level=p=12025.11 | 59.6 | |
| GATshot=5-shot, attack=targeted poisoning, p=22025.11 | 59.1 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 58.6 | |
| GRAPHCLshots=5-shot, attack_level=p=12025.11 | 58.4 | |
| GraphPromptshots=5-shot, attack_level=p=12025.11 | 58.1 | |
| GraphPromptshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 57.9 | |
| GRAPHCLshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 57.4 | |
| GraphPromptshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 57.3 | |
| GATshots=5-shot, attack=targeted evasion attack, p=22025.11 | 56.8 | |
| GraphPromptshot=5-shot, attack=targeted poisoning, p=22025.11 | 56.6 | |
| GRAPHCLshot=5-shot, attack=targeted poisoning, p=22025.11 | 56.5 | |
| GCOPEshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 56 | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 55.9 | |
| DGIshot=5-shot, attack=targeted poisoning, p=22025.11 | 55.4 | |
| GCOPEshot=5-shot, attack=targeted poisoning, p=22025.11 | 55.4 | |
| MDGPTshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 54.8 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 54.6 | |
| GCNshots=5-shot, attack=targeted evasion attack, p=22025.11 | 54.1 | |
| GATshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 53.6 | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 53.4 | |
| MDGPTshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 51.8 | |
| GCNshots=5-shot, attack_level=p=12025.11 | 51.4 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 51.3 | |
| GCNshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 51 | |
| GCOPEshots=5-shot, attack=targeted evasion attack, p=22025.11 | 50.4 | |
| GATshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 50.3 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 50 | |
| GCNshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.11 | 49.4 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 49.1 | |
| GRAPHCLshots=5, attack_type=non-targeted structure attack, lambda=0.42025.11 | 48.9 | |
| GCNshot=5-shot, attack=targeted poisoning, p=22025.11 | 48.4 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.11 | 43.2 |