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cs.AR2025
GENIE-ASI: Generative Instruction and Executable Code for Analog Subcircuit Identification
Phuoc Pham, Arun Venkitaraman, Chia-Yu Hsieh +8
Analog subcircuit identification is a core task in analog design, essential for simulation, sizing, and layout. Traditional methods often require extensive human expertise, rule-ba…
cs.NE2025
SPICEMixer - Netlist-Level Circuit Evolution
Stefan Uhlich, Andrea Bonetti, Arun Venkitaraman +5
We present SPICEMixer, a genetic algorithm that synthesizes circuits by directly evolving SPICE netlists. SPICEMixer operates on individual netlist lines, making it compatible with…
cs.LG2025
Locality-aware Surrogates for Gradient-based Black-box Optimization
Ali Momeni, Stefan Uhlich, Arun Venkitaraman +5
In physics and engineering, many processes are modeled using non-differentiable black-box simulators, making the optimization of such functions particularly challenging. To address…