Subcircuit Detection on ANALOG-DET-242k
62.2mAPKCLNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KCLNetFramework=Our Methods2026.03 | 62.2 | 72.1 | 75.3 | 94.9 | 63.4 | |
| w.o Neg_KCLAblation=without negative samples2026.03 | 60.2 | 70.6 | 73.6 | 94.4 | 61.5 | |
| w.o Pos+Neg_KCLAblation=without positive and negative samples2026.03 | 56.1 | 65.4 | 67.4 | 93.1 | 54.5 | |
| GINModel Category=Base Models2026.03 | 55.3 | 66.7 | 69.5 | 93.2 | 56.5 | |
| GraphCL_GINFramework=GraphCL Variants, Backbone=GIN2026.03 | 43.4 | 53.9 | 53.9 | 89.8 | 42 | |
| GraphCL_GATv2Framework=GraphCL Variants, Backbone=GATv22026.03 | 38.9 | 27.1 | 23.6 | 77.9 | 15.4 | |
| GATModel Category=Base Models2026.03 | 38.3 | 29 | 26.2 | 80.8 | 17 | |
| GATv2Model Category=Base Models2026.03 | 38.2 | 30.3 | 27.9 | 80.7 | 18.3 | |
| w.o Pos_KCLAblation=without positive samples2026.03 | 37.4 | 39.9 | 38.1 | 84.5 | 27.3 | |
| GraphCL_GATFramework=GraphCL Variants, Backbone=GAT2026.03 | 37.1 | 23.1 | 19.3 | 75.7 | 12.1 | |
| GCNModel Category=Base Models2026.03 | 36.8 | 26 | 22.5 | 79.6 | 14.4 | |
| GraphCL_GCNFramework=GraphCL Variants, Backbone=GCN2026.03 | 36.3 | 22.2 | 18.1 | 76.2 | 11.5 | |
| GraphCL_SAGEFramework=GraphCL Variants, Backbone=SAGE2026.03 | 36.1 | 25.3 | 21.3 | 77.6 | 13.4 | |
| SAGEModel Category=Base Models2026.03 | 35.5 | 25.5 | 21.1 | 78.5 | 13.3 |