Search Results for author: Kerem Bozgan

Found 2 papers, 1 papers with code

Robust Pareto Set Identification with Contaminated Bandit Feedback

no code implementations6 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.

Multi-Armed Bandits

Pareto Active Learning with Gaussian Processes and Adaptive Discretization

1 code implementation24 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.

Active Learning Gaussian Processes

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