Carolin Benjamins
Leibniz University Hannover(DE)
Publications by Year
Research Areas
Evolutionary Algorithms and Applications, Advanced Multi-Objective Optimization Algorithms, Metaheuristic Optimization Algorithms Research, Reinforcement Learning in Robotics, Machine Learning and Algorithms
Most-Cited Works
- → SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization(2021)83 cited
- → Application of machine learning for fleet-based condition monitoring of ball screw drives in machine tools(2023)11 cited
- → MO-SMAC: Multiobjective Sequential Model-Based Algorithm Configuration(2025)3 cited
- → CARL: A Benchmark for Contextual and Adaptive Reinforcement Learning(2021)3 cited
- → Instance Selection for Dynamic Algorithm Configuration with Reinforcement Learning: Improving Generalization(2024)2 cited
- → Towards Self-Adjusting Weighted Expected Improvement for Bayesian Optimization(2023)1 cited
- → ARLBench: Flexible and Efficient Benchmarking for Hyperparameter Optimization in Reinforcement Learning(2024)
- Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis(2022)
- → SynthACticBench: A Capability-Based Synthetic Benchmark for Algorithm Configuration(2025)