Adaptive Kernel Design for Bayesian Optimization Is a Piece of CAKE with LLMs

Richard Cornelius Suwandi, Feng Yin, Juntao Wang +3

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…