A Finite Time Analysis of Thompson Sampling for Bayesian Optimization with Preferential Feedback

Joseph Lazzaro, Davide Buffelli, Da-shan Shiu +1

Preference feedback, in the form of pairwise comparisons rather than scalar scores, has seen increasing use in applications such as human-, laboratory-, and expert-in-the-loop desi…