Marius Lindauer
Leibniz University Hannover(DE)
Publications by Year
Research Areas
Machine Learning and Data Classification, Advanced Multi-Objective Optimization Algorithms, Machine Learning and Algorithms, Reinforcement Learning in Robotics, Metaheuristic Optimization Algorithms Research
Most-Cited Works
- → Hyperparameter optimization: Foundations, algorithms, best practices, and open challenges(2023)726 cited
- → ASlib: A benchmark library for algorithm selection(2016)207 cited
- → Auto-Pytorch: Multi-Fidelity MetaLearning for Efficient and Robust AutoDL(2021)184 cited
- → AutoFolio: An Automatically Configured Algorithm Selector(2015)100 cited
- → Best Practices for Scientific Research on Neural Architecture Search(2019)90 cited
- → SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization(2021)83 cited
- → Automated Reinforcement Learning (AutoRL): A Survey and Open Problems(2022)78 cited
- Auto-Sklearn 2.0: The Next Generation(2020)
- → Towards Automatically-Tuned Deep Neural Networks(2019)65 cited
- → claspfolio2: Advances in Algorithm Selection for Answer Set Programming(2014)65 cited