Lennart Schneider

29 papers A* 2A 2Journal 18Unranked 7
YearRankTypeTitle / Venue / Authors
2026 J jnl
mlr3mbo: Bayesian Optimization in R.
CoRR
Marc Becker, Lennart Schneider, Martin Binder, Lars Kotthoff, Bernd Bischl
2025 A* conf
Hyperband-based Bayesian Optimization for Black-box Prompt Selection.
ICML
Lennart Schneider, Martin Wistuba, Aaron Klein, Jacek Golebiowski, Giovanni Zappella, Felice Antonio Merra
2025 — conf
Overtuning in Hyperparameter Optimization.
AutoML
Lennart Schneider, Bernd Bischl, Matthias Feurer
2025 J jnl
Overtuning in Hyperparameter Optimization.
CoRR
Lennart Schneider, Bernd Bischl, Matthias Feurer
2025 J jnl
mlr3extralearners: Expanding the mlr3 Ecosystem with Community-Driven Learner Integration.
J. Open Source Softw.
Sebastian Fischer, John Zobolas, Raphael Sonabend, Marc Becker, Michel Lang, Martin Binder, Lennart Schneider, Lukas Burk, Patrick Schratz, Byron C. Jaeger, Stephen A. Lauer, Lorenz A. Kapsner, Maximilian Mücke, Zezhi Wang, Damir Pulatov, Keenan Ganz, Henri Funk, Liana Harutyunyan, Pierre Camilleri, Philipp Kopper, Andreas Bender, Baisu Zhou, Niko German, Lona Koers, Anna Nazarova, Bernd Bischl
2024 — conf
An Open-Source Approach for Digital Prostate Cancer Histopathology: Bringing AI into Practice.
ICEIS (1)
Markus Bauer, Lennart Schneider, Marit Bernhardt, Christoph Augenstein, Glen Kristiansen, Bogdan Franczyk
2024 J jnl
Hyperband-based Bayesian Optimization for Black-box Prompt Selection.
CoRR
Lennart Schneider, Martin Wistuba, Aaron Klein, Jacek Golebiowski, Giovanni Zappella, Felice Antonio Merra
2024 A* conf
Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization.
NeurIPS
Thomas Nagler, Lennart Schneider, Bernd Bischl, Matthias Feurer
2024 J jnl
Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization.
CoRR
Thomas Nagler, Lennart Schneider, Bernd Bischl, Matthias Feurer
2023 J jnl
Evaluating machine learning models in non-standard settings: An overview and new findings.
CoRR
Roman Hornung, Malte Nalenz, Lennart Schneider, Andreas Bender, Ludwig Bothmann, Bernd Bischl, Thomas Augustin, Anne-Laure Boulesteix
2023 J jnl
Multi-Objective Hyperparameter Optimization in Machine Learning - An Overview.
ACM Trans. Evol. Learn. Optim.
Florian Karl, Tobias Pielok, Julia Moosbauer, Florian Pfisterer, Stefan Coors, Martin Binder, Lennart Schneider, Janek Thomas, Jakob Richter, Michel Lang, Eduardo C. Garrido-Merchán, Jürgen Branke, Bernd Bischl
2023 A conf
Multi-Objective Optimization of Performance and Interpretability of Tabular Supervised Machine Learning Models.
GECCO
Lennart Schneider, Bernd Bischl, Janek Thomas
2023 J jnl
Multi-Objective Optimization of Performance and Interpretability of Tabular Supervised Machine Learning Models.
CoRR
Lennart Schneider, Bernd Bischl, Janek Thomas
2023 A conf
Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features.
FOGA
Raphael Patrick Prager, Konstantin Dietrich, Lennart Schneider, Lennart Schäpermeier, Bernd Bischl, Pascal Kerschke, Heike Trautmann, Olaf Mersmann
2023 — conf
Q(D)O-ES: Population-based Quality (Diversity) Optimisation for Post Hoc Ensemble Selection in AutoML.
AutoML
Lennart Oswald Purucker, Lennart Schneider, Marie Anastacio, Joeran Beel, Bernd Bischl, Holger H. Hoos
2023 J jnl
Q(D)O-ES: Population-based Quality (Diversity) Optimisation for Post Hoc Ensemble Selection in AutoML.
CoRR
Lennart Purucker, Lennart Schneider, Marie Anastacio, Joeran Beel, Bernd Bischl, Holger H. Hoos
2022 J jnl
A Collection of Quality Diversity Optimization Problems Derived from Hyperparameter Optimization of Machine Learning Models.
CoRR
Lennart Schneider, Florian Pfisterer, Janek Thomas, Bernd Bischl
2022 — conf
A collection of quality diversity optimization problems derived from hyperparameter optimization of machine learning models.
GECCO Companion
Lennart Schneider, Florian Pfisterer, Janek Thomas, Bernd Bischl
2022 J jnl
Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers.
IEEE Trans. Evol. Comput.
Julia Moosbauer, Martin Binder, Lennart Schneider, Florian Pfisterer, Marc Becker, Michel Lang, Lars Kotthoff, Bernd Bischl
2022 J jnl
HPO X ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis.
CoRR
Lennart Schneider, Lennart Schäpermeier, Raphael Patrick Prager, Bernd Bischl, Heike Trautmann, Pascal Kerschke
2022 — conf
HPO ˟ ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis.
PPSN (1)
Lennart Schneider, Lennart Schäpermeier, Raphael Patrick Prager, Bernd Bischl, Heike Trautmann, Pascal Kerschke
2022 J jnl
Multi-Objective Hyperparameter Optimization - An Overview.
CoRR
Florian Karl, Tobias Pielok, Julia Moosbauer, Florian Pfisterer, Stefan Coors, Martin Binder, Lennart Schneider, Janek Thomas, Jakob Richter, Michel Lang, Eduardo C. Garrido-Merchán, Jürgen Branke, Bernd Bischl
2022 — conf
Tackling Neural Architecture Search With Quality Diversity Optimization.
AutoML
Lennart Schneider, Florian Pfisterer, Paul Kent, Jürgen Branke, Bernd Bischl, Janek Thomas
2022 J jnl
Tackling Neural Architecture Search With Quality Diversity Optimization.
CoRR
Lennart Schneider, Florian Pfisterer, Paul Kent, Jürgen Branke, Bernd Bischl, Janek Thomas
2022 — conf
YAHPO Gym - An Efficient Multi-Objective Multi-Fidelity Benchmark for Hyperparameter Optimization.
AutoML
Florian Pfisterer, Lennart Schneider, Julia Moosbauer, Martin Binder, Bernd Bischl
2021 J jnl
Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers.
CoRR
Julia Moosbauer, Martin Binder, Lennart Schneider, Florian Pfisterer, Marc Becker, Michel Lang, Lars Kotthoff, Bernd Bischl
2021 J jnl
Mutation is all you need.
CoRR
Lennart Schneider, Florian Pfisterer, Martin Binder, Bernd Bischl
2021 J jnl
YAHPO Gym - Design Criteria and a new Multifidelity Benchmark for Hyperparameter Optimization.
CoRR
Florian Pfisterer, Lennart Schneider, Julia Moosbauer, Martin Binder, Bernd Bischl
2021 J jnl
mlr3pipelines - Flexible Machine Learning Pipelines in R.
J. Mach. Learn. Res.
Martin Binder, Florian Pfisterer, Michel Lang, Lennart Schneider, Lars Kotthoff, Bernd Bischl