Capacitance Extraction on Synthetic data 7nm (val)
0.47Total ErrorAttentionCap
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AttentionCapParam.=4.0M, Node=7 nm, #Train Samples=45 K, Train Time=0.64 hr, #Test Samples=15 K, Test Time=0.24 s, Test FLOPs=0.35 B2026.06 | 0.47 | 0.39 | 2.19 | 3.49 | |
| CNN-CaptotParam.=7.2M, Node=7 nm, #Train Samples=315 K, Train Time=2.18 hr, #Test Samples=73 K, Test Time=11.1 s, Test FLOPs=13.2 B2026.06 | 0.69 | 0.09 | — | — | |
| MLPParam.=9.7M, Node=7 nm, #Train Samples=45 K, Train Time=0.44 hr, #Test Samples=15 K, Test Time=0.15 s, Test FLOPs=0.86 B2026.06 | 16.4 | 80.9 | 62.5 | 85.1 | |
| CNN-CapcpParam.=7.2M, Node=7 nm, #Train Samples=1416 K, Train Time=9.61 hr, #Test Samples=322 K, Test Time=54.0 s, Test FLOPs=58.2 B2026.06 | — | — | 3.89 | 6.95 |