Capacitance Extraction on Synthetic data 65nm (val)
0.85Total ErrorAttentionCap
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AttentionCapParam.=4.0M, Node=65 nm, #Train Samples=45 K, Train Time=0.64 hr, #Test Samples=15 K, Test Time=0.28 s, Test FLOPs=0.28 B2026.06 | 0.85 | 1.65 | 3.24 | 6.95 | |
| CNN-CaptotParam.=7.2M, Node=65 nm, #Train Samples=315 K, Train Time=2.18 hr, #Test Samples=54 K, Test Time=6.91 s, Test FLOPs=9.83 B2026.06 | 2.83 | 15 | — | — | |
| MLPParam.=9.7M, Node=65 nm, #Train Samples=45 K, Train Time=0.43 hr, #Test Samples=15 K, Test Time=0.15 s, Test FLOPs=0.67 B2026.06 | 14.5 | 76.2 | 53.7 | 81.9 | |
| CNN-CapcpParam.=7.2M, Node=65 nm, #Train Samples=1265 K, Train Time=9.69 hr, #Test Samples=184 K, Test Time=27.6 s, Test FLOPs=33.1 B2026.06 | — | — | 9.74 | 34.3 |