Lennart Schneider

1. YAHPO Gym -- An Efficient Multi-Objective Multi-Fidelity Benchmark for Hyperparameter Optimization
   2021/09/08 by Florian Pfisterer, Pfisterer, Florian, Lennart Schneider +7 · 10 citations
   Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Metaheuristic Optimization Algorithms Research
2. HPO X ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis
   2022/07/30 by Lennart Schneider, Lennart Schäpermeier, Schneider, Lennart +9 · 2 citations
   Computer Science · #Advanced Multi-Objective Optimization Algorithms #Machine Learning and Data Classification #Metaheuristic Optimization Algorithms Research
3. Multi-Objective Optimization of Performance and Interpretability of Tabular Supervised Machine Learning Models
   2023/07/17 by Lennart Schneider, Schneider, Lennart, Bernd Bischl +3 · 2 citations
   Computer Science · #Machine Learning and Data Classification #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning
4. Q(D)O-ES: Population-based Quality (Diversity) Optimisation for Post Hoc Ensemble Selection in AutoML
   2023/07/17 by Lennart Purucker, Lennart Schneider, Purucker, Lennart +9 · 1 citation
   Computer Science · #Data Stream Mining Techniques #FOS: Computer and information sciences #I.2.6 #I.5.1 #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning and Data Classification #Neural and Evolutionary Computing (cs.NE)
5. Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization
   2024/05/24 by Thomas Nagler, Lennart Schneider, Nagler, Thomas +5 · 2 citations
   Computer Science · #Advanced Multi-Objective Optimization Algorithms #Machine Learning and Data Classification #Metaheuristic Optimization Algorithms Research
6. Hyperband-based Bayesian Optimization for Black-box Prompt Selection
   2024/12/10 by Lennart Schneider, Martin Wistuba, Schneider, Lennart +9 · 1 citation
   Computer Science · Engineering · #VLSI and Analog Circuit Testing #Blind Source Separation Techniques #Advanced Wireless Communication Techniques