Logic-1 Probability Prediction on Combinational AIG
0.989R2 ScoreTRACE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TRACEModel Type=TRACE2025.09 | 0.989 | 0.015 | |
| DeepGate4Model Type=Graph Transformer2025.09 | 0.984 | 0.027 | |
| DeepGate2Model Type=Message Passing Neural Network2025.09 | 0.983 | 0.028 | |
| GraphSAGEModel Type=Message Passing Neural Network2025.09 | 0.675 | 0.143 | |
| GINModel Type=Message Passing Neural Network2025.09 | 0.669 | 0.144 | |
| MGVGAModel Type=Message Passing Neural Network2025.09 | 0.666 | 0.145 | |
| GCNModel Type=Message Passing Neural Network2025.09 | 0.644 | 0.152 | |
| GATModel Type=Message Passing Neural Network2025.09 | 0.618 | 0.157 | |
| SGFormerModel Type=Graph Transformer2025.09 | 0.516 | 0.175 | |
| PolarGateModel Type=Message Passing Neural Network2025.09 | 0.493 | 0.192 |