List your company
ResearchFormerly WizWand

GNN Model Extraction on Amazon G (test)

98.82AccuracyGraph Transformer
9.972833.038956.10579.1711Feb 27, 2025
Updated 4mo ago

Evaluation results

MethodLinks
Graph TransformerRole=User, Defense=N/A2025.0298.82
Graph TransformerRole=Attacker, Attack setup=Projections, Defense=NONE2025.0294.04
Graph TransformerRole=Attacker, Attack setup=Embeddings, Defense=NONE2025.0293.96
Graph TransformerRole=Attacker, Attack setup=Probabilities, Defense=NONE2025.0293.59
GraphSAGERole=User, Defense=N/A2025.0291.52
GATRole=User, Defense=N/A2025.0291.38
GATRole=Attacker, Attack setup=Probabilities, Defense=NONE2025.0291.07
GraphSAGERole=Attacker, Attack setup=Probabilities, Defense=NONE2025.0290.13
GraphSAGERole=Attacker, Attack setup=Embeddings, Defense=NONE2025.0290.05
GINRole=Attacker, Attack setup=Probabilities, Defense=NONE2025.0286.29
GINRole=User, Defense=N/A2025.0284.97
GATRole=Attacker, Attack setup=Embeddings, Defense=NONE2025.0280.41
GINRole=Attacker, Attack setup=Embeddings, Defense=NONE2025.0279.88
GraphSAGERole=Attacker, Attack setup=Projections, Defense=NONE2025.0278.54
GINRole=Attacker, Attack setup=Projections, Defense=NONE2025.0266.51
GATRole=Attacker, Attack setup=Projections, Defense=NONE2025.0263.56
ADAGEBackbone=GAT, Role=Attacker, Attack setup=Probabilities2025.0240.6
ADAGEBackbone=Graph Transformer, Role=Attacker, Attack setup=Probabilities2025.0237.18
ADAGEBackbone=GIN, Role=Attacker, Attack setup=Probabilities2025.0235.06
ADAGEBackbone=GraphSAGE, Role=Attacker, Attack setup=Probabilities2025.0231.42
ADAGEBackbone=Graph Transformer, Role=Attacker, Attack setup=Embeddings2025.0229.45
ADAGEBackbone=Graph Transformer, Role=Attacker, Attack setup=Projections2025.0225.24
ADAGEBackbone=GraphSAGE, Role=Attacker, Attack setup=Projections2025.0218.79
ADAGEBackbone=GIN, Role=Attacker, Attack setup=Projections2025.0217.96
ADAGEBackbone=GIN, Role=Attacker, Attack setup=Embeddings2025.0217.23
ADAGEBackbone=GAT, Role=Attacker, Attack setup=Projections2025.0215.46
ADAGEBackbone=GraphSAGE, Role=Attacker, Attack setup=Embeddings2025.0213.61
ADAGEBackbone=GAT, Role=Attacker, Attack setup=Embeddings2025.0213.39