Jonathan Scarlett, Ilija Bogunovic, Volkan Cevher. Lower Bounds on Regret for Noisy Gaussian Process Bandit Optimization. In Satyen Kale, Ohad Shamir, editors, Proceedings of the 30th Conference on Learning Theory, COLT 2017, Amsterdam, The Netherlands, 7-10 July 2017. Volume 65 of JMLR Workshop and Conference Proceedings, pages 1723-1742, JMLR.org, 2017. [doi]
Abstract is missing.