Tjaša Kunavar

Learning Hierarchical Acquisition Functions for Bayesian Optimization

Learning control policies in robotic tasks requires a large number of interactions due to small learning rates, bounds on the updates or unknown constraints. In contrast humans can infer protective and safe solutions after a single failure or unexpected observation. In order to reach similar perform…