• an acquisition function, which uses the surrogate model to score each material according to its utility for the next experiment. The acquisition function is designed to balance (i) exploitation ("acquire a material with the optimal predicted property") to greedily pursue the material we believe may be optimal with the limited information we currently possess and (ii) exploration ("acquire a material whose predicted property is highly uncertain") to gather more information about the structure-property relationship.