3 papers
math.OC2026
Reinforcement Learning in Operational Research: A Technical Review and Practical Roadmap
Yahan Lu, Dongyang Xia, Nursen Aydin +1
The growing demand for real-time, data-driven decision-making in complex and dynamic systems is placing increasing pressure on traditional Operational Research (OR) methodologies.…
cs.LG2025
Guided Data Generation for Understanding Model Behavior
Eren Mehmet Kıral, Nurşen Aydın, Ş. İlker Birbil
We propose a method for generating distributions over the input space as an inspection tool for understanding trained models. Our framework poses questions of the form ``which inpu…
cs.LG2024
Bayesian Optimization of Bilevel Problems
Omer Ekmekcioglu, Nursen Aydin, Juergen Branke
Bilevel optimization, a hierarchical mathematical framework where one optimization problem is nested within another, has emerged as a powerful tool for modeling complex decision-ma…