GNN Model Extraction on Amazon G (test)
98.82AccuracyGraph Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph TransformerRole=User, Defense=N/A2025.02 | 98.82 | |
| Graph TransformerRole=Attacker, Attack setup=Projections, Defense=NONE2025.02 | 94.04 | |
| Graph TransformerRole=Attacker, Attack setup=Embeddings, Defense=NONE2025.02 | 93.96 | |
| Graph TransformerRole=Attacker, Attack setup=Probabilities, Defense=NONE2025.02 | 93.59 | |
| GraphSAGERole=User, Defense=N/A2025.02 | 91.52 | |
| GATRole=User, Defense=N/A2025.02 | 91.38 | |
| GATRole=Attacker, Attack setup=Probabilities, Defense=NONE2025.02 | 91.07 | |
| GraphSAGERole=Attacker, Attack setup=Probabilities, Defense=NONE2025.02 | 90.13 | |
| GraphSAGERole=Attacker, Attack setup=Embeddings, Defense=NONE2025.02 | 90.05 | |
| GINRole=Attacker, Attack setup=Probabilities, Defense=NONE2025.02 | 86.29 | |
| GINRole=User, Defense=N/A2025.02 | 84.97 | |
| GATRole=Attacker, Attack setup=Embeddings, Defense=NONE2025.02 | 80.41 | |
| GINRole=Attacker, Attack setup=Embeddings, Defense=NONE2025.02 | 79.88 | |
| GraphSAGERole=Attacker, Attack setup=Projections, Defense=NONE2025.02 | 78.54 | |
| GINRole=Attacker, Attack setup=Projections, Defense=NONE2025.02 | 66.51 | |
| GATRole=Attacker, Attack setup=Projections, Defense=NONE2025.02 | 63.56 | |
| ADAGEBackbone=GAT, Role=Attacker, Attack setup=Probabilities2025.02 | 40.6 | |
| ADAGEBackbone=Graph Transformer, Role=Attacker, Attack setup=Probabilities2025.02 | 37.18 | |
| ADAGEBackbone=GIN, Role=Attacker, Attack setup=Probabilities2025.02 | 35.06 | |
| ADAGEBackbone=GraphSAGE, Role=Attacker, Attack setup=Probabilities2025.02 | 31.42 | |
| ADAGEBackbone=Graph Transformer, Role=Attacker, Attack setup=Embeddings2025.02 | 29.45 | |
| ADAGEBackbone=Graph Transformer, Role=Attacker, Attack setup=Projections2025.02 | 25.24 | |
| ADAGEBackbone=GraphSAGE, Role=Attacker, Attack setup=Projections2025.02 | 18.79 | |
| ADAGEBackbone=GIN, Role=Attacker, Attack setup=Projections2025.02 | 17.96 | |
| ADAGEBackbone=GIN, Role=Attacker, Attack setup=Embeddings2025.02 | 17.23 | |
| ADAGEBackbone=GAT, Role=Attacker, Attack setup=Projections2025.02 | 15.46 | |
| ADAGEBackbone=GraphSAGE, Role=Attacker, Attack setup=Embeddings2025.02 | 13.61 | |
| ADAGEBackbone=GAT, Role=Attacker, Attack setup=Embeddings2025.02 | 13.39 |