2 citations · 3 across the 8 of their papers we have counts for
4 papers · 1 filter
VOPy: A Framework for Black-box Vector Optimization
Yaşar Cahit Yıldırım, Efe Mert Karagözlü, İlter Onat Korkmaz +2
We introduce VOPy, an open-source Python library designed to address black-box vector optimization, where multiple objectives must be optimized simultaneously with respect to a par…
Robust Bayesian Satisficing
Artun Saday, Yaşar Cahit Yıldırım, Cem Tekin
Distributional shifts pose a significant challenge to achieving robustness in contemporary machine learning. To overcome this challenge, robust satisficing (RS) seeks a robust solu…
Safe Linear Leveling Bandits
Ilker Demirel, Mehmet Ufuk Ozdemir, Cem Tekin
Multi-armed bandits (MAB) are extensively studied in various settings where the objective is to \textit{maximize} the actions' outcomes (i.e., rewards) over time. Since safety is c…
Global Bandits with Holder Continuity
Onur Atan, Cem Tekin, Mihaela van der Schaar
Standard Multi-Armed Bandit (MAB) problems assume that the arms are independent. However, in many application scenarios, the information obtained by playing an arm provides informa…