Is your Bayesian Optimization slow to converge? You might be using the wrong recipe! This NeurIPS 2025 paper introduces CAKE , Context-Aware Kernel Evolution, a freshly baked method that uses Large Language Models (LLMs) as genetic operators to adaptively evolve the perfect

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