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153 Publications
2025 | Journal Article | LibreCat-ID: 59073
@article{Rook_Benjamins_Bossek_Trautmann_Hoos_Lindauer_2025, title={MO-SMAC: Multi-objective Sequential Model-based Algorithm Configuration}, DOI={10.1162/evco_a_00371}, journal={Evolutionary Computation}, author={Rook, Jeroen G. and Benjamins, Carolin and Bossek, Jakob and Trautmann, Heike and Hoos, Holger H. and Lindauer, Marius}, year={2025}, pages={1–25} }
LibreCat
| DOI
2025 | Conference Paper | LibreCat-ID: 60219
@inproceedings{Vermetten_Rook_Preuß_de Nobel_Doerr_López-Ibáñez_Trautmann_Bäck_2025, series={Lecture Notes in Computer Science}, title={MO-IOHinspector: Anytime Benchmarking of Multi-objective Algorithms Using IOHprofiler}, volume={15512}, DOI={10.1007/978-981-96-3506-1_17}, booktitle={Evolutionary Multi-Criterion Optimization - 13th International Conference, EMO 2025, Canberra, ACT, Australia, March 4-7, 2025, Proceedings, Part I}, publisher={Springer}, author={Vermetten, Diederick and Rook, Jeroen and Preuß, Oliver Ludger and de Nobel, Jacob and Doerr, Carola and López-Ibáñez, Manuel and Trautmann, Heike and Bäck, Thomas}, editor={Singh, Hemant K. and Ray, Tapabrata and Knowles, Joshua D. and Li, Xiaodong and Branke, Juergen and Wang, Bing and Oyama, Akira}, year={2025}, pages={242–256}, collection={Lecture Notes in Computer Science} }
LibreCat
| DOI
2025 | Journal Article | LibreCat-ID: 60220
@article{Seiler_Kerschke_Trautmann_2025, title={Deep-ELA: Deep Exploratory Landscape Analysis with Self-Supervised Pretrained Transformers for Single- and Multi-Objective Continuous Optimization Problems }, DOI={https://doi.org/10.1162/evco_a_00367}, journal={Evolutionary Computation}, author={Seiler, Moritz and Kerschke, Pascal and Trautmann, Heike}, year={2025}, pages={1–27} }
LibreCat
| DOI
2025 | Conference Paper | LibreCat-ID: 60813
@inproceedings{Seiler_Preuß_Trautmann_2025, title={RandOptGen: A Unified Random Problem Generator for Single- and Multi-Objective Optimization Problems with Mixed-Variable Input Spaces}, DOI={10.1145/3712256.3726478}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}, publisher={ACM}, author={Seiler, Moritz and Preuß, Oliver Ludger and Trautmann, Heike}, editor={Filipic, Bogdan}, year={2025}, pages={76–84} }
LibreCat
| DOI
2025 | Conference Paper | LibreCat-ID: 60812
@inproceedings{Preuß_Mensendiek_Rook_Bossek_Trautmann_2025, title={Automated Algorithm Configuration and Systematic Benchmarking for Heterogeneous MNK-Landscapes}, DOI={10.1145/3712256.3726481}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}, publisher={ACM}, author={Preuß, Oliver Ludger and Mensendiek, Carolin and Rook, Jeroen and Bossek, Jakob and Trautmann, Heike}, editor={Filipic, Bogdan}, year={2025}, pages={58–66} }
LibreCat
| DOI
2025 | Conference Paper | LibreCat-ID: 60814
@inproceedings{Schede_Seiler_Tierney_Trautmann_2025, title={Deep reinforcement learning for instance-specific algorithm configuration (GECCO Best Paper Award)}, DOI={10.1145/3712256.3726480}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}, publisher={ACM}, author={Schede, Elias and Seiler, Moritz and Tierney, Kevin and Trautmann, Heike}, editor={Filipic, Bogdan}, year={2025}, pages={1190–1198} }
LibreCat
| DOI
2025 | Conference Paper | LibreCat-ID: 61032
@inproceedings{Rodriguez-Fernandez_Schäpermeier_Castellanos_Kerschke_Trautmann_Schütze_2025, title={Hot off the Press: Finding ϵ-Locally Optimal Solutions for Multi-Objective Multimodal Optimization}, DOI={/10.1145/3712255.3734260}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}, publisher={ACM}, author={Rodriguez-Fernandez, Angel E. and Schäpermeier, Lennart and Castellanos, Carlos Hernandez and Kerschke, Pascal and Trautmann, Heike and Schütze, Oliver}, year={2025}, pages={61–62} }
LibreCat
| DOI
2025 | Conference Paper | LibreCat-ID: 61918
@inproceedings{Rook_Renau_Trautmann_Hart_2025, title={Efficient Online Automated Algorithm Selection in the Face of Data-Drift in Optimisation Problem Instances}, DOI={10.1145/3729878.3746615}, booktitle={Proceedings of the 18th ACM/SIGEVO Conference on Foundations of Genetic Algorithms, FOGA 2025, Leiden, The Netherlands, August 27-29, 2025}, publisher={ACM}, author={Rook, Jeroen and Renau, Quentin and Trautmann, Heike and Hart, Emma}, year={2025}, pages={262–272} }
LibreCat
| DOI
2025 | Journal Article | LibreCat-ID: 63053
@article{Hernández_Rodriguez-Fernandez_Schäpermeier_Cuate_Trautmann_Schütze_2025, title={An Evolutionary Approach for the Computation of ∈-Locally Optimal Solutions for Multi-Objective Multimodal Optimization}, DOI={10.1109/TEVC.2025.3637276}, journal={IEEE Transactions on Evolutionary Computation}, author={Hernández, Carlos and Rodriguez-Fernandez, Angel E. and Schäpermeier, Lennart and Cuate, Oliver and Trautmann, Heike and Schütze, Oliver}, year={2025}, pages={1–1} }
LibreCat
| DOI
2025 | Report | LibreCat-ID: 63633
@book{Eimer_Schäpermeier_Biedenkapp_Tornede_Kotthoff_Leyman_Feurer_Eggensperger_Maile_Tornede_et al._2025, title={Best Practices For Empirical Meta-Algorithmic Research: Guidelines from the COSEAL Research Network}, DOI={DOI:10.48550/arXiv.2512.16491}, author={Eimer, Theresa and Schäpermeier, Lennart and Biedenkapp, André and Tornede, Alexander and Kotthoff, Lars and Leyman, Pieter and Feurer, Matthias and Eggensperger, Katharina and Maile, Kaitlin and Tornede, Tanja and et al.}, year={2025} }
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 54548
@article{Prager_Trautmann_2024, title={Exploratory Landscape Analysis for Mixed-Variable Problems}, DOI={10.1109/TEVC.2024.3399560}, journal={IEEE Transactions on Evolutionary Computation}, author={Prager, Raphael Patrick and Trautmann, Heike}, year={2024}, pages={1–1} }
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 54642
@inproceedings{Dietrich_Prager_Doerr_Trautmann_2024, place={Cham}, title={Hybridizing Target- and SHAP-encoded Features for Algorithm Selection in Mixed-variable Black-box Optimization}, booktitle={Parallel Problem Solving from Nature — PPSN XVIII}, publisher={Springer International Publishing}, author={Dietrich, K. and Prager, R. and Doerr, C. and Trautmann, Heike}, editor={Affenzeller, M and Winkler, S and Kononova, A and Trautmann, H and Tušar, T and Machado, P and Baeck, T}, year={2024}, pages={1–14} }
LibreCat
2024 | Conference Paper | LibreCat-ID: 54643
@inproceedings{Seiler_Skvorc_Cenikj_Doerr_Trautmann_2024, place={Cham}, title={Learned Features vs. Classical ELA on Affine BBOB Functions}, booktitle={Parallel Problem Solving from Nature — PPSN XVIII}, publisher={Springer International Publishing}, author={Seiler, Moritz and Skvorc, Urban and Cenikj, G and Doerr, C and Trautmann, Heike}, editor={Affenzeller, M and Winkler, S and Kononova, A and Trautmann, H and Tušar, T and Machado, P and Baeck, T}, year={2024}, pages={1–14} }
LibreCat
2024 | Book Chapter | LibreCat-ID: 52759
@inbook{Preuß_Rook_Trautmann_2024, place={Cham}, title={On the Potential of Multi-objective Automated Algorithm Configuration on Multi-modal Multi-objective Optimisation Problems}, DOI={10.1007/978-3-031-56852-7_20}, booktitle={Applications of Evolutionary Computation}, publisher={Springer Nature Switzerland}, author={Preuß, Oliver Ludger and Rook, Jeroen and Trautmann, Heike}, year={2024} }
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 52749
@inproceedings{Seiler_Rook_Heins_Preuß_Bossek_Trautmann_2024, title={Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP}, DOI={10.1109/ssci52147.2023.10372008}, booktitle={2023 IEEE Symposium Series on Computational Intelligence (SSCI)}, publisher={IEEE}, author={Seiler, Moritz and Rook, Jeroen and Heins, Jonathan and Preuß, Oliver Ludger and Bossek, Jakob and Trautmann, Heike}, year={2024} }
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 55649
@inproceedings{Rook_Hoos_Trautmann_2024, title={Multi-objective Ranking using Bootstrap Resampling}, DOI={10.1145/3638530.3654436}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference Companion, GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024}, publisher={ACM}, author={Rook, Jeroen and Hoos, Holger H. and Trautmann, Heike}, editor={Li, Xiaodong and Handl, Julia}, year={2024}, pages={155–158} }
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 56221
@article{Rodriguez-Fernandez_Schäpermeier_Hernández_Kerschke_Trautmann_Schütze_2024, title={Finding ϵ-Locally Optimal Solutions for Multi-Objective Multimodal Optimization}, DOI={10.1109/TEVC.2024.3458855}, journal={IEEE Transactions on Evolutionary Computation}, author={Rodriguez-Fernandez, Angel E. and Schäpermeier, Lennart and Hernández, Carlos and Kerschke, Pascal and Trautmann, Heike and Schütze, Oliver}, year={2024}, pages={1–1} }
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58335
@inproceedings{Seiler_Skvorc_Doerr_Trautmann_2024, series={Lecture Notes in Computer Science}, title={Synergies of Deep and Classical Exploratory Landscape Features for Automated Algorithm Selection}, volume={14990}, DOI={10.1007/978-3-031-75623-8_29}, booktitle={Learning and Intelligent Optimization - 18th International Conference, LION 18, Ischia Island, Italy, June 9-13, 2024, Revised Selected Papers}, publisher={Springer}, author={Seiler, Moritz and Skvorc, Urban and Doerr, Carola and Trautmann, Heike}, editor={Festa, Paola and Ferone, Daniele and Pastore, Tommaso and Pisacane, Ornella}, year={2024}, pages={361–376}, collection={Lecture Notes in Computer Science} }
LibreCat
| DOI
2024 | Conference (Editor) | LibreCat-ID: 58338
@book{Affenzeller_Winkler_Kononova_Trautmann_Tusar_Machado_Bäck_2024, series={Lecture Notes in Computer Science}, title={Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part III}, volume={15150}, DOI={10.1007/978-3-031-70071-2}, publisher={Springer}, year={2024}, collection={Lecture Notes in Computer Science} }
LibreCat
| DOI
2024 | Conference (Editor) | LibreCat-ID: 58336
@book{Affenzeller_Winkler_Kononova_Trautmann_Tusar_Machado_Bäck_2024, series={Lecture Notes in Computer Science}, title={Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part I}, volume={15148}, DOI={10.1007/978-3-031-70055-2}, publisher={Springer}, year={2024}, collection={Lecture Notes in Computer Science} }
LibreCat
| DOI