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Capacitance Extraction on Real-design 65nm (test)

0.98Total ErrorAttentionCap
0.07526.182612.2918.3974Jun 6, 2026

Evaluation results

MethodLinks
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 B2026.060.981.555.3813.4
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 B2026.064.0630——
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 B2026.0623.687.88487
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——20.454.4