Hybrid Kriging-assisted Level Set Method for Structural Topology Optimization. - Elena Raponi; Mariusz Bujny; Markus Olhofer; Simonetta Boria; Fabian Duddeck (IJCCI, 2019)

High Dimensional Bayesian Optimization Assisted by Principal Component Analysis. - Elena Raponi; Hao Wang 025; Mariusz Bujny; Simonetta Boria; Carola Doerr (PPSN (1), 2020)

High Dimensional Bayesian Optimization with Kernel Principal Component Analysis. - Kirill A. Antonov; Elena Raponi; Hao Wang 025; Carola Doerr (PPSN (1), 2022)

A Comparison of Global Sensitivity Analysis Methods for Explainable AI With an Application in Genomic Prediction. - Bas van Stein; Elena Raponi; Zahra Sadeghi; Niek Bouman; Roeland C. H. J. van Ham; Thomas Bäck (IEEE Access, 2022)

PI is back! Switching Acquisition Functions in Bayesian Optimization. - Carolin Benjamins; Elena Raponi; Anja Jankovic 001; Koen van der Blom; Maria Laura Santoni; Marius Lindauer; Carola Doerr (CoRR, 2022)

Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis. - Carolin Benjamins; Anja Jankovic 001; Elena Raponi; Koen van der Blom; Marius Lindauer; Carola Doerr (CoRR, 2022)

GSAreport: Easy to Use Global Sensitivity Reporting. - Bas van Stein; Elena Raponi (J. Open Source Softw., 2022)

Self-Adjusting Weighted Expected Improvement for Bayesian Optimization. - Carolin Benjamins; Elena Raponi; Anja Jankovic 001; Carola Doerr; Marius Lindauer (AutoML, 2023)

Towards Self-Adjusting Weighted Expected Improvement for Bayesian Optimization. - Carolin Benjamins; Elena Raponi; Anja Jankovic 001; Carola Doerr; Marius Lindauer (GECCO Companion, 2023)

Comparison of Bayesian Optimization Algorithms for BBOB Problems in Dimensions 10 and 60. - Maria Laura Santoni; Elena Raponi; Renato De Leone; Carola Doerr (GECCO Companion, 2023)

Automated Federated Learning via Informed Pruning. - Christian Internò; Elena Raponi; Niki van Stein; Thomas Bäck; Markus Olhofer; Yaochu Jin; Barbara Hammer (CoRR, 2024)

Illuminating the Diversity-Fitness Trade-Off in Black-Box Optimization. - Maria Laura Santoni; Elena Raponi; Aneta Neumann; Frank Neumann 001; Mike Preuss; Carola Doerr (CoRR, 2024)

Automated Machine Learning For Computational Mechanics (Dagstuhl Seminar 24282). - Elena Raponi; Lars Kotthoff; Hyunsun Alicia Kim; Marius Lindauer (Dagstuhl Reports, 2024)

Comparison of High-Dimensional Bayesian Optimization Algorithms on BBOB. - Maria Laura Santoni; Elena Raponi; Renato De Leone; Carola Doerr (ACM Trans. Evol. Learn. Optim., 2024)

Cascading CMA-ES Instances for Generating Input-diverse Solution Batches. - Maria Laura Santoni; Christoph Dürr; Carola Doerr; Mike Preuss; Elena Raponi (CoRR, 2025)

Optimizing With Low Budgets: A Comparison on the Black-Box Optimization Benchmarking Suite and OpenAI Gym. - Elena Raponi; Nathanaël Carraz Rakotonirina; Jérémy Rapin; Carola Doerr; Olivier Teytaud (IEEE Trans. Evol. Comput., 2025)

Why Are You Wrong? Counterfactual Explanations for Language Grounding with 3D Objects. - Tobias Preintner; Weixuan Yuan; Qi Huang; Adrian König; Thomas Bäck; Elena Raponi; Niki van Stein (CoRR, 2025)

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms. - Wenhu Li; Niki van Stein; Thomas Bäck; Elena Raponi (CoRR, 2025)

Feasibility-Driven Trust Region Bayesian Optimization. - Paolo Ascia; Elena Raponi; Thomas Bäck; Fabian Duddeck (CoRR, 2025)