2025
Adaptive Kernel Design for Bayesian Optimization Is a Piece of CAKE with LLMs
NeurIPS 2025poster
The efficiency of Bayesian optimization (BO) relies heavily on the choice of the Gaussian process (GP) kernel, which plays a central role in balancing exploration and exploitation under limited evaluation budgets. Traditional BO methods often rely on fixed or heuristic kernel selection strategies, w…