Paul D. Franzon

Finding the Needle in a Haystack: Test-Time Analog Circuit Representation Adaptation for Bayesian Optimization

Test-Time Analog Representation Adaptation for Bayesian Optimization (TTARO), an online deep-kernel BO framework that adapts circuit representations throughout the search process and reduces regret AUC by 15.2% on average relative to BO and by 20.7% relative to DKL.