evaluates the negative log-likelihood when label y takes the target value t given the latent variable z. The term -logN (z|0, I) is used for regularisation and balancing the exploration and exploitation using a parameter ω. By minimising the above acquisition function, the Bayesian optimisation is capable of obtaining the latent variable z corresponding to the cage molecules with an optimal probability of shape persistence.