@article{60220,
  author       = {{Seiler, Moritz and Kerschke, Pascal and Trautmann, Heike}},
  journal      = {{Evolutionary Computation}},
  pages        = {{1--27}},
  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}},
  year         = {{2025}},
}

@inproceedings{60813,
  author       = {{Seiler, Moritz and Preuß, Oliver Ludger and Trautmann, Heike}},
  booktitle    = {{Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}},
  editor       = {{Filipic, Bogdan}},
  pages        = {{76–84}},
  publisher    = {{ACM}},
  title        = {{{RandOptGen: A Unified Random Problem Generator for Single- and Multi-Objective Optimization Problems with Mixed-Variable Input Spaces}}},
  doi          = {{10.1145/3712256.3726478}},
  year         = {{2025}},
}

@inproceedings{60812,
  author       = {{Preuß, Oliver Ludger and Mensendiek, Carolin and Rook, Jeroen and Bossek, Jakob and Trautmann, Heike}},
  booktitle    = {{Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}},
  editor       = {{Filipic, Bogdan}},
  pages        = {{58–66}},
  publisher    = {{ACM}},
  title        = {{{Automated Algorithm Configuration and Systematic Benchmarking for Heterogeneous MNK-Landscapes}}},
  doi          = {{10.1145/3712256.3726481}},
  year         = {{2025}},
}

@inproceedings{60814,
  author       = {{Schede, Elias and Seiler, Moritz and Tierney, Kevin and Trautmann, Heike}},
  booktitle    = {{Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}},
  editor       = {{Filipic, Bogdan}},
  pages        = {{1190–1198}},
  publisher    = {{ACM}},
  title        = {{{Deep reinforcement learning for instance-specific algorithm configuration (GECCO Best Paper Award)}}},
  doi          = {{10.1145/3712256.3726480}},
  year         = {{2025}},
}

@inproceedings{61032,
  author       = {{Rodriguez-Fernandez, Angel E. and Schäpermeier, Lennart and Castellanos, Carlos Hernandez and Kerschke, Pascal and Trautmann, Heike and Schütze, Oliver}},
  booktitle    = {{Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}},
  pages        = {{61--62}},
  publisher    = {{ACM}},
  title        = {{{Hot off the Press: Finding ϵ-Locally Optimal Solutions for Multi-Objective Multimodal Optimization}}},
  doi          = {{/10.1145/3712255.3734260}},
  year         = {{2025}},
}

@article{54548,
  author       = {{Prager, Raphael Patrick and Trautmann, Heike}},
  journal      = {{IEEE Transactions on Evolutionary Computation}},
  keywords     = {{Optimization, Evolutionary computation, Benchmark testing, Hyperparameter optimization, Portfolios, Extraterrestrial measurements, Dispersion, Exploratory landscape analysis, mixed-variable problem, mixed search spaces, automated algorithm selection}},
  pages        = {{1--1}},
  title        = {{{Exploratory Landscape Analysis for Mixed-Variable Problems}}},
  doi          = {{10.1109/TEVC.2024.3399560}},
  year         = {{2024}},
}

@inproceedings{54642,
  author       = {{Dietrich, K. and Prager, R. and Doerr, C. and Trautmann, Heike}},
  booktitle    = {{Parallel Problem Solving from Nature — PPSN XVIII}},
  editor       = {{Affenzeller, M and Winkler, S and Kononova, A and Trautmann, H and Tušar, T and Machado, P and Baeck, T}},
  pages        = {{1--14}},
  publisher    = {{Springer International Publishing}},
  title        = {{{Hybridizing Target- and SHAP-encoded Features for Algorithm Selection in Mixed-variable Black-box Optimization}}},
  year         = {{2024}},
}

@inbook{52759,
  author       = {{Preuß, Oliver Ludger and Rook, Jeroen and Trautmann, Heike}},
  booktitle    = {{Applications of Evolutionary Computation}},
  isbn         = {{9783031568510}},
  issn         = {{0302-9743}},
  publisher    = {{Springer Nature Switzerland}},
  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}},
  year         = {{2024}},
}

@inproceedings{52749,
  author       = {{Seiler, Moritz and Rook, Jeroen and Heins, Jonathan and Preuß, Oliver Ludger and Bossek, Jakob and Trautmann, Heike}},
  booktitle    = {{2023 IEEE Symposium Series on Computational Intelligence (SSCI)}},
  publisher    = {{IEEE}},
  title        = {{{Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP}}},
  doi          = {{10.1109/ssci52147.2023.10372008}},
  year         = {{2024}},
}

@inproceedings{55649,
  author       = {{Rook, Jeroen and Hoos, Holger H. and Trautmann, Heike}},
  booktitle    = {{Proceedings of the Genetic and Evolutionary Computation Conference Companion, GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024}},
  editor       = {{Li, Xiaodong and Handl, Julia}},
  pages        = {{155–158}},
  publisher    = {{ACM}},
  title        = {{{Multi-objective Ranking using Bootstrap Resampling}}},
  doi          = {{10.1145/3638530.3654436}},
  year         = {{2024}},
}

@article{56221,
  author       = {{Rodriguez-Fernandez, Angel E. and Schäpermeier, Lennart and Hernández, Carlos and Kerschke, Pascal and Trautmann, Heike and Schütze, Oliver}},
  journal      = {{IEEE Transactions on Evolutionary Computation}},
  keywords     = {{Optimization, Evolutionary computation, Approximation algorithms, Benchmark testing, Vectors, Surveys, Pareto optimization, multi-objective optimization, evolutionary computation, multimodal optimization, local solutions}},
  pages        = {{1--1}},
  title        = {{{Finding ϵ-Locally Optimal Solutions for Multi-Objective Multimodal Optimization}}},
  doi          = {{10.1109/TEVC.2024.3458855}},
  year         = {{2024}},
}

@inproceedings{58335,
  author       = {{Seiler, Moritz and Skvorc, Urban and Doerr, Carola and Trautmann, Heike}},
  booktitle    = {{Learning and Intelligent Optimization - 18th International Conference, LION 18, Ischia Island, Italy, June 9-13, 2024, Revised Selected Papers}},
  editor       = {{Festa, Paola and Ferone, Daniele and Pastore, Tommaso and Pisacane, Ornella}},
  pages        = {{361–376}},
  publisher    = {{Springer}},
  title        = {{{Synergies of Deep and Classical Exploratory Landscape Features for Automated Algorithm Selection}}},
  doi          = {{10.1007/978-3-031-75623-8_29}},
  volume       = {{14990}},
  year         = {{2024}},
}

@proceedings{58338,
  editor       = {{Affenzeller, Michael and Winkler, Stephan M. and Kononova, Anna V. and Trautmann, Heike and Tusar, Tea and Machado, Penousal and Bäck, Thomas}},
  isbn         = {{978-3-031-70070-5}},
  publisher    = {{Springer}},
  title        = {{{Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part III}}},
  doi          = {{10.1007/978-3-031-70071-2}},
  volume       = {{15150}},
  year         = {{2024}},
}

@proceedings{58336,
  editor       = {{Affenzeller, Michael and Winkler, Stephan M. and Kononova, Anna V. and Trautmann, Heike and Tusar, Tea and Machado, Penousal and Bäck, Thomas}},
  isbn         = {{978-3-031-70054-5}},
  publisher    = {{Springer}},
  title        = {{{Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part I}}},
  doi          = {{10.1007/978-3-031-70055-2}},
  volume       = {{15148}},
  year         = {{2024}},
}

@proceedings{58339,
  editor       = {{Affenzeller, Michael and Winkler, Stephan M. and Kononova, Anna V. and Trautmann, Heike and Tusar, Tea and Machado, Penousal and Bäck, Thomas}},
  isbn         = {{978-3-031-70084-2}},
  publisher    = {{Springer}},
  title        = {{{Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part IV}}},
  doi          = {{10.1007/978-3-031-70085-9}},
  volume       = {{15151}},
  year         = {{2024}},
}

@proceedings{58337,
  editor       = {{Affenzeller, Michael and Winkler, Stephan M. and Kononova, Anna V. and Trautmann, Heike and Tusar, Tea and Machado, Penousal and Bäck, Thomas}},
  isbn         = {{978-3-031-70067-5}},
  publisher    = {{Springer}},
  title        = {{{Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part II}}},
  doi          = {{10.1007/978-3-031-70068-2}},
  volume       = {{15149}},
  year         = {{2024}},
}

@inproceedings{60131,
  author       = {{Preuß, Oliver Ludger and Rook, Jeroen and Trautmann, Heike}},
  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}},
  editor       = {{Smith, Stephen L. and Correia, João and Cintrano, Christian}},
  pages        = {{305–321}},
  publisher    = {{Springer}},
  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}},
  volume       = {{14634}},
  year         = {{2024}},
}

@inproceedings{60132,
  author       = {{Seiler, Moritz and Skvorc, Urban and Cenikj, Gjorgjina and Doerr, Carola and Trautmann, Heike}},
  booktitle    = {{Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part II}},
  editor       = {{Affenzeller, Michael and Winkler, Stephan M. and Kononova, Anna V. and Trautmann, Heike and Tusar, Tea and Machado, Penousal and Bäck, Thomas}},
  pages        = {{137–153}},
  publisher    = {{Springer}},
  title        = {{{Learned Features vs. Classical ELA on Affine BBOB Functions}}},
  doi          = {{10.1007/978-3-031-70068-2_9}},
  volume       = {{15149}},
  year         = {{2024}},
}

@inproceedings{63706,
  author       = {{Schmidbauer, Marcus and Opris, Andre and Bossek, Jakob and Neumann, Frank and Sudholt, Dirk}},
  booktitle    = {{Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024}},
  editor       = {{Li, Xiaodong and Handl, Julia}},
  publisher    = {{ACM}},
  title        = {{{Guiding Quality Diversity on Monotone Submodular Functions: Customising the Feature Space by Adding Boolean Conjunctions}}},
  doi          = {{10.1145/3638529.3654160}},
  year         = {{2024}},
}

@inproceedings{63705,
  author       = {{Bossek, Jakob and Grimme, Christian}},
  booktitle    = {{Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024}},
  editor       = {{Li, Xiaodong and Handl, Julia}},
  publisher    = {{ACM}},
  title        = {{{Generalised Kruskal Mutation for the Multi-Objective Minimum Spanning Tree Problem}}},
  doi          = {{10.1145/3638529.3654165}},
  year         = {{2024}},
}