Tornede, Alexander

12 publications

TMLR 2024 AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks Alexander Tornede, Difan Deng, Theresa Eimer, Joseph Giovanelli, Aditya Mohan, Tim Ruhkopf, Sarah Segel, Daphne Theodorakopoulos, Tanja Tornede, Henning Wachsmuth, Marius Lindauer

AAAI 2024 Interactive Hyperparameter Optimization in Multi-Objective Problems via Preference Learning Joseph Giovanelli, Alexander Tornede, Tanja Tornede, Marius Lindauer

ICML 2024 Position: A Call to Action for a Human-Centered AutoML Paradigm Marius Lindauer, Florian Karl, Anne Klier, Julia Moosbauer, Alexander Tornede, Andreas C Mueller, Frank Hutter, Matthias Feurer, Bernd Bischl

IJCAI 2023 A Survey of Methods for Automated Algorithm Configuration (Extended Abstract) Elias Schede, Jasmin Brandt, Alexander Tornede, Marcel Wever, Viktor Bengs, Eyke Hüllermeier, Kevin Tierney

MLJ 2023 Algorithm Selection on a Meta Level Alexander Tornede, Lukas Gehring, Tanja Tornede, Marcel Wever, Eyke Hüllermeier

TMLR 2023 MASIF: Meta-Learned Algorithm Selection Using Implicit Fidelity Information Tim Ruhkopf, Aditya Mohan, Difan Deng, Alexander Tornede, Frank Hutter, Marius Lindauer

AutoML 2023 Symbolic Explanations for Hyperparameter Optimization Sarah Segel, Helena Graf, Alexander Tornede, Bernd Bischl, Marius Lindauer

JAIR 2023 Towards Green Automated Machine Learning: Status Quo and Future Directions Tanja Tornede, Alexander Tornede, Jonas Hanselle, Felix Mohr, Marcel Wever, Eyke Hüllermeier

JAIR 2022 A Survey of Methods for Automated Algorithm Configuration Elias Schede, Jasmin Brandt, Alexander Tornede, Marcel Wever, Viktor Bengs, Eyke Hüllermeier, Kevin Tierney

NeurIPSW 2022 HARRIS: Hybrid Ranking and Regression Forests for Algorithm Selection Lukas Fehring, Jonas Hanselle, Alexander Tornede

AAAI 2022 Machine Learning for Online Algorithm Selection Under Censored Feedback Alexander Tornede, Viktor Bengs, Eyke Hüllermeier

ACML 2020 Run2Survive: A Decision-Theoretic Approach to Algorithm Selection Based on Survival Analysis Alexander Tornede, Marcel Wever, Stefan Werner, Felix Mohr, Eyke Hüllermeier