Analog circuit design optimization on Circuit 21 Params 180nm
102.43Gain (dB)Single-LLM
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Single-LLMLLM=Qwen2026.03 | 102.43 | 759.88 | 90.91 | 1.232 | -0.44 | 99.7 | 74.6 | 1 | 0.47 | |
| Pure-BO2026.03 | 98.06 | 469.33 | 123.24 | 1.243 | -0.61 | 91.4 | 19.3 | 1.7 | 0.58 | |
| ACOFLLM=Qwen2026.03 | 94.57 | 1,095.36 | 84.2 | 1.329 | -0.24 | 99.3 | 85.6 | 2.7 | 0.32 | |
| Target Spec.2026.03 | 85 | 1,200 | 120 | 1.32 | 0 | — | — | — | — | |
| Human Expert2026.03 | 72.69 | 1,138.87 | 124.78 | 2.21 | -0.51 | — | — | — | — |