LEDRO uses an LLM to propose refined parameter ranges, then runs TuRBO inside those ranges, beating full-space Bayesian optimization on a 22-topology, 4-node op-amp benchmark.
”Automated synthesis of analog electrical circuits by means of genetic programming.” IEEE Transactions on evolutionary computation 1.2 (1997): 109-128
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LEDRO: LLM-Enhanced Design Space Reduction and Optimization for Analog Circuits
LEDRO uses an LLM to propose refined parameter ranges, then runs TuRBO inside those ranges, beating full-space Bayesian optimization on a 22-topology, 4-node op-amp benchmark.