Safe ASNG uses Walsh-function surrogate models to estimate Lipschitz constants of safety functions and projects new binary solutions onto safe regions around previously evaluated safe points to suppress unsafe evaluations during optimization.
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Adaptive Stochastic Natural Gradient Method for Safe Optimization on Binary Space
Safe ASNG uses Walsh-function surrogate models to estimate Lipschitz constants of safety functions and projects new binary solutions onto safe regions around previously evaluated safe points to suppress unsafe evaluations during optimization.