Logic-1 probability prediction on PM netlists
0.994R2 ScoreTRACE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TRACE2025.09 | 0.994 | 0.013 | |
| GraphSAGEModel Category=Message Passing Neural Network2025.09 | 0.946 | 0.048 | |
| DeepCellModel Category=Message Passing Neural Network2025.09 | 0.942 | 0.053 | |
| SGformerModel Category=Graph Transformer2025.09 | 0.918 | 0.056 | |
| GATModel Category=Message Passing Neural Network2025.09 | 0.902 | 0.059 | |
| GraphGPSModel Category=Graph Transformer2025.09 | 0.846 | 0.083 | |
| GINModel Category=Message Passing Neural Network2025.09 | 0.734 | 0.102 | |
| GCNModel Category=Message Passing Neural Network2025.09 | 0.718 | 0.112 | |
| DIFFormerModel Category=Graph Transformer2025.09 | 0.696 | 0.141 |