Similarity Prediction on Combinational AIG
0.633R2 ScoreTRACE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TRACEModel Type=TRACE2025.09 | 0.633 | 0.055 | |
| DeepGate2Model Type=Message Passing Neural Network2025.09 | 0.502 | 0.069 | |
| DeepGate4Model Type=Graph Transformer2025.09 | 0.464 | 0.078 | |
| GINModel Type=Message Passing Neural Network2025.09 | 0.445 | 0.076 | |
| GraphSAGEModel Type=Message Passing Neural Network2025.09 | 0.438 | 0.078 | |
| MGVGAModel Type=Message Passing Neural Network2025.09 | 0.418 | 0.077 | |
| GCNModel Type=Message Passing Neural Network2025.09 | 0.271 | 0.09 | |
| GATModel Type=Message Passing Neural Network2025.09 | 0.029 | 0.09 | |
| PolarGateModel Type=Message Passing Neural Network2025.09 | 0.021 | 0.113 | |
| SGFormerModel Type=Graph Transformer2025.09 | -0.072 | 0.117 |