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cs.LG2025
Robust Satisficing Gaussian Process Bandits Under Adversarial Attacks
Artun Saday, Yaşar Cahit Yıldırım, Cem Tekin
We address the problem of Gaussian Process (GP) optimization in the presence of unknown and potentially varying adversarial perturbations. Unlike traditional robust optimization ap…
cs.LG2024
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…
cs.LG2024
Vector Optimization with Gaussian Process Bandits
İlter Onat Korkmaz, Yaşar Cahit Yıldırım, Çağın Ararat +1
We study black-box vector optimization with Gaussian process bandits, where there is an incomplete order relation on objective vectors described by a polyhedral convex cone. Existi…