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149 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
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
2024 | Conference (Editor) | LibreCat-ID: 58339
@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 IV}, volume={15151}, DOI={10.1007/978-3-031-70085-9}, publisher={Springer}, year={2024}, collection={Lecture Notes in Computer Science} }
LibreCat
| DOI
2024 | Conference (Editor) | LibreCat-ID: 58337
@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 II}, volume={15149}, DOI={10.1007/978-3-031-70068-2}, publisher={Springer}, year={2024}, collection={Lecture Notes in Computer Science} }
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 60131
@inproceedings{Preuß_Rook_Trautmann_2024, series={Lecture Notes in Computer Science}, title={On the Potential of Multi-objective Automated Algorithm Configuration on Multi-modal Multi-objective Optimisation Problems}, volume={14634}, DOI={10.1007/978-3-031-56852-7_20}, booktitle={Applications of Evolutionary Computation - 27th European Conference, EvoApplications 2024, Held as Part of EvoStar 2024, Aberystwyth, UK, April 3-5, 2024, Proceedings, Part I}, publisher={Springer}, author={Preuß, Oliver Ludger and Rook, Jeroen and Trautmann, Heike}, editor={Smith, Stephen L. and Correia, João and Cintrano, Christian}, year={2024}, pages={305–321}, collection={Lecture Notes in Computer Science} }
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 60132
@inproceedings{Seiler_Skvorc_Cenikj_Doerr_Trautmann_2024, series={Lecture Notes in Computer Science}, title={Learned Features vs. Classical ELA on Affine BBOB Functions}, volume={15149}, DOI={10.1007/978-3-031-70068-2_9}, booktitle={Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part II}, publisher={Springer}, author={Seiler, Moritz and Skvorc, Urban and Cenikj, Gjorgjina and Doerr, Carola and Trautmann, Heike}, editor={Affenzeller, Michael and Winkler, Stephan M. and Kononova, Anna V. and Trautmann, Heike and Tusar, Tea and Machado, Penousal and Bäck, Thomas}, year={2024}, pages={137–153}, collection={Lecture Notes in Computer Science} }
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| DOI