| 2025 | ICML | Hyperband-based Bayesian Optimization for Black-box Prompt Selection. | Lennart Schneider, Martin Wistuba, Aaron Klein, Jacek Golebiowski, Giovanni Zappella, Felice Antonio Merra |
| 2023 | FOGA | Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features. | Raphael Patrick Prager, Konstantin Dietrich, Lennart Schneider, Lennart Schpermeier, Bernd Bischl, Pascal Kerschke, Heike Trautmann, Olaf Mersmann |
| 2023 | GECCO | Multi-Objective Optimization of Performance and Interpretability of Tabular Supervised Machine Learning Models. | Lennart Schneider, Bernd Bischl, Janek Thomas |
| 2022 | GECCO | A collection of quality diversity optimization problems derived from hyperparameter optimization of machine learning models. | Lennart Schneider, Florian Pfisterer, Janek Thomas, Bernd Bischl |
| 2022 | PPSN | HPO ˟ ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis. | Lennart Schneider, Lennart Schpermeier, Raphael Patrick Prager, Bernd Bischl, Heike Trautmann, Pascal Kerschke |