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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…