3 papers
cond-mat.stat-mech2026
MUTACO: Simulator-Efficient Response Matching in Stochastic Nonlinear Systems via Compatibility-Aware Sequential Design
Ege Karadeniz, İlter Onat Korkmaz, Umut Can Turhan +2
Many physical inverse problems are mediated by expensive stochastic simulators for which response gradients, adjoint sensitivities, or a differentiable simulator interface are unav…
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…