no code implementations • 6 Jun 2022 • Kerem Bozgan, Cem Tekin
We consider the Pareto set identification (PSI) problem in multi-objective multi-armed bandits (MO-MAB) with contaminated reward observations.
1 code implementation • 24 Jun 2020 • Andi Nika, Kerem Bozgan, Sepehr Elahi, Çağın Ararat, Cem Tekin
We consider the problem of optimizing a vector-valued objective function $\boldsymbol{f}$ sampled from a Gaussian Process (GP) whose index set is a well-behaved, compact metric space $({\cal X}, d)$ of designs.