Capacitance Extraction on Synthetic data Mixed nodes (val)
0.44Total ErrorAttentionCap-L
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AttentionCap-LParam.=12M, Node=Mix, #Train Samples=180 K, Train Time=1.02 hr, #Test Samples=30 K, Test Time=0.66 s, Test FLOPs=1.89 B2026.06 | 0.44 | 0.3 | 2.08 | 2.97 | |
| AttentionCapParam.=4.0M, Node=Mix, #Train Samples=180 K, Train Time=0.68 hr, #Test Samples=30 K, Test Time=0.47 s, Test FLOPs=0.63 B2026.06 | 0.54 | 0.46 | 2.55 | 4.61 | |
| MLPParam.=9.7M, Node=Mix, #Train Samples=180 K, Train Time=0.52 hr, #Test Samples=30 K, Test Time=0.10 s, Test FLOPs=1.53 B2026.06 | 15.2 | 78.4 | 57.9 | 83.7 |