Analog circuit classification on ANALOG-CLS-428k
94.9Acc@1KCLNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KCLNet2026.03 | 94.9 | 95.8 | 96.4 | 82.9 | 85.3 | |
| w.o Neg^KCLAblation=Without negative samples2026.03 | 93.9 | 94.6 | 94.9 | 80.1 | 68.2 | |
| w.o Pos^KCLAblation=Without positive samples2026.03 | 93.8 | 94.2 | 94.4 | 79.4 | 83 | |
| w.o Pos+Neg^KCLAblation=Without positive and negative samples2026.03 | 93.8 | 94.1 | 94.4 | 79.4 | 82.2 | |
| GraphCL-SAGEFramework=GraphCL2026.03 | 89.9 | 95.8 | 96.2 | 72.6 | 74.4 | |
| GraphCL-GINFramework=GraphCL2026.03 | 87.5 | 94.3 | 95 | 74.1 | 75.9 | |
| GIN2026.03 | 78.6 | 88.3 | 93.1 | 64.8 | 66.9 | |
| SAGE2026.03 | 77.4 | 92.7 | 93.8 | 62.6 | 63.8 | |
| GraphCL-GCNFramework=GraphCL2026.03 | 67.9 | 79.5 | 91 | 55.8 | 56.4 | |
| GCN2026.03 | 56.1 | 78.4 | 91.3 | 40.5 | 40.4 | |
| GraphCL-GATFramework=GraphCL2026.03 | 53.7 | 79.4 | 91.9 | 40.8 | 36.8 | |
| GATv22026.03 | 49.8 | 69.4 | 79.9 | 32.2 | 27 | |
| GraphCL-GATv2Framework=GraphCL2026.03 | 49.3 | 65 | 80.9 | 40.1 | 35.7 | |
| GAT2026.03 | 47.9 | 68.1 | 79.4 | 32.7 | 27.5 |