Transition Probability Prediction on Sequential AIG
0.976R2TRACE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TRACEModel Type=TRACE2025.09 | 0.976 | 0.005 | |
| DeepSeq2Model Type=Message Passing Neural Network2025.09 | 0.908 | 0.014 | |
| GraphGPSModel Type=Graph Transformer2025.09 | 0.901 | 0.012 | |
| GraphSAGEModel Type=Message Passing Neural Network2025.09 | 0.867 | 0.017 | |
| GATModel Type=Message Passing Neural Network2025.09 | 0.831 | 0.016 | |
| GINModel Type=Message Passing Neural Network2025.09 | 0.79 | 0.023 | |
| GCNModel Type=Message Passing Neural Network2025.09 | 0.744 | 0.024 | |
| SGFormerModel Type=Graph Transformer2025.09 | 0.596 | 0.026 | |
| DIFFormerModel Type=Graph Transformer2025.09 | 0.416 | 0.034 |