SPICEMixer - Netlist-Level Circuit Evolution

June 02, 2025 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Stefan Uhlich, Andrea Bonetti, Arun Venkitaraman, Chia-Yu Hsieh, YaฤŸฤฑz Genรงer, Mustafa Emre Gรผrsoy, Ryoga Matsuo, Lorenzo Servadei arXiv ID 2506.01497 Category cs.NE: Neural & Evolutionary Cross-listed cs.AR, cs.LG Citations 0 Venue arXiv.org Last Checked 4 months ago
Abstract
We present SPICEMixer, a genetic algorithm that synthesizes circuits by directly evolving SPICE netlists. SPICEMixer operates on individual netlist lines, making it compatible with arbitrary components and subcircuits and enabling general-purpose genetic operators: crossover, mutation, and pruning, all applied directly at the netlist level. To support these operators, we normalize each netlist by enforcing consistent net naming (inputs, outputs, supplies, and internal nets) and by sorting components and nets into a fixed order, so that similar circuit structures appear at similar line positions. This normalized netlist format improves the effectiveness of crossover, mutation, and pruning. We demonstrate SPICEMixer by synthesizing standard cells (e.g., NAND2 and latch) and by designing OpAmps that meet specified targets. Across tasks, SPICEMixer matches or exceeds recent synthesis methods while requiring substantially fewer simulations.
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