---
_id: '63633'
author:
- first_name: Theresa
  full_name: Eimer, Theresa
  last_name: Eimer
- first_name: Lennart
  full_name: Schäpermeier, Lennart
  last_name: Schäpermeier
- first_name: André
  full_name: Biedenkapp, André
  last_name: Biedenkapp
- first_name: Alexander
  full_name: Tornede, Alexander
  last_name: Tornede
- first_name: Lars
  full_name: Kotthoff, Lars
  last_name: Kotthoff
- first_name: Pieter
  full_name: Leyman, Pieter
  last_name: Leyman
- first_name: Matthias
  full_name: Feurer, Matthias
  last_name: Feurer
- first_name: Katharina
  full_name: Eggensperger, Katharina
  last_name: Eggensperger
- first_name: Kaitlin
  full_name: Maile, Kaitlin
  last_name: Maile
- first_name: Tanja
  full_name: Tornede, Tanja
  last_name: Tornede
- first_name: Anna
  full_name: Kozak, Anna
  last_name: Kozak
- first_name: Ke
  full_name: Xue, Ke
  last_name: Xue
- first_name: Marcel Dominik
  full_name: Wever, Marcel Dominik
  last_name: Wever
- first_name: Mitra
  full_name: Baratchi, Mitra
  last_name: Baratchi
- first_name: Damir
  full_name: Pulatov, Damir
  last_name: Pulatov
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Haniye
  full_name: Kashgarani, Haniye
  last_name: Kashgarani
- first_name: Marius
  full_name: Lindauer, Marius
  last_name: Lindauer
citation:
  ama: 'Eimer T, Schäpermeier L, Biedenkapp A, et al. <i>Best Practices For Empirical
    Meta-Algorithmic Research: Guidelines from the COSEAL Research Network</i>.; 2025.
    doi:<a href="https://doi.org/DOI:10.48550/arXiv.2512.16491">DOI:10.48550/arXiv.2512.16491</a>'
  apa: 'Eimer, T., Schäpermeier, L., Biedenkapp, A., Tornede, A., Kotthoff, L., Leyman,
    P., Feurer, M., Eggensperger, K., Maile, K., Tornede, T., Kozak, A., Xue, K.,
    Wever, M. D., Baratchi, M., Pulatov, D., Trautmann, H., Kashgarani, H., &#38;
    Lindauer, M. (2025). <i>Best Practices For Empirical Meta-Algorithmic Research:
    Guidelines from the COSEAL Research Network</i>. <a href="https://doi.org/DOI:10.48550/arXiv.2512.16491">https://doi.org/DOI:10.48550/arXiv.2512.16491</a>'
  bibtex: '@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={<a href="https://doi.org/DOI:10.48550/arXiv.2512.16491">DOI:10.48550/arXiv.2512.16491</a>},
    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} }'
  chicago: 'Eimer, Theresa, Lennart Schäpermeier, André Biedenkapp, Alexander Tornede,
    Lars Kotthoff, Pieter Leyman, Matthias Feurer, et al. <i>Best Practices For Empirical
    Meta-Algorithmic Research: Guidelines from the COSEAL Research Network</i>, 2025.
    <a href="https://doi.org/DOI:10.48550/arXiv.2512.16491">https://doi.org/DOI:10.48550/arXiv.2512.16491</a>.'
  ieee: 'T. Eimer <i>et al.</i>, <i>Best Practices For Empirical Meta-Algorithmic
    Research: Guidelines from the COSEAL Research Network</i>. 2025.'
  mla: 'Eimer, Theresa, et al. <i>Best Practices For Empirical Meta-Algorithmic Research:
    Guidelines from the COSEAL Research Network</i>. 2025, doi:<a href="https://doi.org/DOI:10.48550/arXiv.2512.16491">DOI:10.48550/arXiv.2512.16491</a>.'
  short: 'T. Eimer, L. Schäpermeier, A. Biedenkapp, A. Tornede, L. Kotthoff, P. Leyman,
    M. Feurer, K. Eggensperger, K. Maile, T. Tornede, A. Kozak, K. Xue, M.D. Wever,
    M. Baratchi, D. Pulatov, H. Trautmann, H. Kashgarani, M. Lindauer, Best Practices
    For Empirical Meta-Algorithmic Research: Guidelines from the COSEAL Research Network,
    2025.'
date_created: 2026-01-15T13:19:13Z
date_updated: 2026-01-15T13:21:36Z
department:
- _id: '819'
doi: DOI:10.48550/arXiv.2512.16491
language:
- iso: eng
status: public
title: 'Best Practices For Empirical Meta-Algorithmic Research: Guidelines from the
  COSEAL Research Network'
type: report
user_id: '15504'
year: '2025'
...
---
_id: '63703'
author:
- first_name: Tilman
  full_name: Hoffbauer, Tilman
  last_name: Hoffbauer
- first_name: Holger H.
  full_name: Hoos, Holger H.
  last_name: Hoos
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
citation:
  ama: 'Hoffbauer T, Hoos HH, Bossek J. KernelMatmul: Scaling Gaussian Processes to
    Large Time Series. In: Walsh T, Shah J, Kolter Z, eds. <i>AAAI-25, Sponsored by
    the Association for the Advancement of Artificial Intelligence, February 25 -
    March 4, 2025, Philadelphia, PA, USA</i>. AAAI Press; 2025:17223–17230. doi:<a
    href="https://doi.org/10.1609/AAAI.V39I16.33893">10.1609/AAAI.V39I16.33893</a>'
  apa: 'Hoffbauer, T., Hoos, H. H., &#38; Bossek, J. (2025). KernelMatmul: Scaling
    Gaussian Processes to Large Time Series. In T. Walsh, J. Shah, &#38; Z. Kolter
    (Eds.), <i>AAAI-25, Sponsored by the Association for the Advancement of Artificial
    Intelligence, February 25 - March 4, 2025, Philadelphia, PA, USA</i> (pp. 17223–17230).
    AAAI Press. <a href="https://doi.org/10.1609/AAAI.V39I16.33893">https://doi.org/10.1609/AAAI.V39I16.33893</a>'
  bibtex: '@inproceedings{Hoffbauer_Hoos_Bossek_2025, title={KernelMatmul: Scaling
    Gaussian Processes to Large Time Series}, DOI={<a href="https://doi.org/10.1609/AAAI.V39I16.33893">10.1609/AAAI.V39I16.33893</a>},
    booktitle={AAAI-25, Sponsored by the Association for the Advancement of Artificial
    Intelligence, February 25 - March 4, 2025, Philadelphia, PA, USA}, publisher={AAAI
    Press}, author={Hoffbauer, Tilman and Hoos, Holger H. and Bossek, Jakob}, editor={Walsh,
    Toby and Shah, Julie and Kolter, Zico}, year={2025}, pages={17223–17230} }'
  chicago: 'Hoffbauer, Tilman, Holger H. Hoos, and Jakob Bossek. “KernelMatmul: Scaling
    Gaussian Processes to Large Time Series.” In <i>AAAI-25, Sponsored by the Association
    for the Advancement of Artificial Intelligence, February 25 - March 4, 2025, Philadelphia,
    PA, USA</i>, edited by Toby Walsh, Julie Shah, and Zico Kolter, 17223–17230. AAAI
    Press, 2025. <a href="https://doi.org/10.1609/AAAI.V39I16.33893">https://doi.org/10.1609/AAAI.V39I16.33893</a>.'
  ieee: 'T. Hoffbauer, H. H. Hoos, and J. Bossek, “KernelMatmul: Scaling Gaussian
    Processes to Large Time Series,” in <i>AAAI-25, Sponsored by the Association for
    the Advancement of Artificial Intelligence, February 25 - March 4, 2025, Philadelphia,
    PA, USA</i>, 2025, pp. 17223–17230, doi: <a href="https://doi.org/10.1609/AAAI.V39I16.33893">10.1609/AAAI.V39I16.33893</a>.'
  mla: 'Hoffbauer, Tilman, et al. “KernelMatmul: Scaling Gaussian Processes to Large
    Time Series.” <i>AAAI-25, Sponsored by the Association for the Advancement of
    Artificial Intelligence, February 25 - March 4, 2025, Philadelphia, PA, USA</i>,
    edited by Toby Walsh et al., AAAI Press, 2025, pp. 17223–17230, doi:<a href="https://doi.org/10.1609/AAAI.V39I16.33893">10.1609/AAAI.V39I16.33893</a>.'
  short: 'T. Hoffbauer, H.H. Hoos, J. Bossek, in: T. Walsh, J. Shah, Z. Kolter (Eds.),
    AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence,
    February 25 - March 4, 2025, Philadelphia, PA, USA, AAAI Press, 2025, pp. 17223–17230.'
date_created: 2026-01-22T14:42:21Z
date_updated: 2026-01-22T14:45:23Z
department:
- _id: '819'
doi: 10.1609/AAAI.V39I16.33893
editor:
- first_name: Toby
  full_name: Walsh, Toby
  last_name: Walsh
- first_name: Julie
  full_name: Shah, Julie
  last_name: Shah
- first_name: Zico
  full_name: Kolter, Zico
  last_name: Kolter
language:
- iso: eng
page: 17223–17230
publication: AAAI-25, Sponsored by the Association for the Advancement of Artificial
  Intelligence, February 25 - March 4, 2025, Philadelphia, PA, USA
publisher: AAAI Press
status: public
title: 'KernelMatmul: Scaling Gaussian Processes to Large Time Series'
type: conference
user_id: '15504'
year: '2025'
...
---
_id: '63704'
author:
- first_name: Dominic
  full_name: Wittner, Dominic
  last_name: Wittner
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
citation:
  ama: 'Wittner D, Bossek J. Cluster Prevention in Evolutionary Diversity Optimization
    for Parallel Machine Scheduling. In: Filipic B, ed. <i>Proceedings of the Genetic
    and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga,
    Spain, July 14-18, 2025</i>. ACM; 2025:340–348. doi:<a href="https://doi.org/10.1145/3712256.3726357">10.1145/3712256.3726357</a>'
  apa: Wittner, D., &#38; Bossek, J. (2025). Cluster Prevention in Evolutionary Diversity
    Optimization for Parallel Machine Scheduling. In B. Filipic (Ed.), <i>Proceedings
    of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga
    Hotel, Malaga, Spain, July 14-18, 2025</i> (pp. 340–348). ACM. <a href="https://doi.org/10.1145/3712256.3726357">https://doi.org/10.1145/3712256.3726357</a>
  bibtex: '@inproceedings{Wittner_Bossek_2025, title={Cluster Prevention in Evolutionary
    Diversity Optimization for Parallel Machine Scheduling}, DOI={<a href="https://doi.org/10.1145/3712256.3726357">10.1145/3712256.3726357</a>},
    booktitle={Proceedings of the Genetic and Evolutionary Computation Conference,
    GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}, publisher={ACM},
    author={Wittner, Dominic and Bossek, Jakob}, editor={Filipic, Bogdan}, year={2025},
    pages={340–348} }'
  chicago: Wittner, Dominic, and Jakob Bossek. “Cluster Prevention in Evolutionary
    Diversity Optimization for Parallel Machine Scheduling.” In <i>Proceedings of
    the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel,
    Malaga, Spain, July 14-18, 2025</i>, edited by Bogdan Filipic, 340–348. ACM, 2025.
    <a href="https://doi.org/10.1145/3712256.3726357">https://doi.org/10.1145/3712256.3726357</a>.
  ieee: 'D. Wittner and J. Bossek, “Cluster Prevention in Evolutionary Diversity Optimization
    for Parallel Machine Scheduling,” in <i>Proceedings of the Genetic and Evolutionary
    Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18,
    2025</i>, 2025, pp. 340–348, doi: <a href="https://doi.org/10.1145/3712256.3726357">10.1145/3712256.3726357</a>.'
  mla: Wittner, Dominic, and Jakob Bossek. “Cluster Prevention in Evolutionary Diversity
    Optimization for Parallel Machine Scheduling.” <i>Proceedings of the Genetic and
    Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain,
    July 14-18, 2025</i>, edited by Bogdan Filipic, ACM, 2025, pp. 340–348, doi:<a
    href="https://doi.org/10.1145/3712256.3726357">10.1145/3712256.3726357</a>.
  short: 'D. Wittner, J. Bossek, in: B. Filipic (Ed.), Proceedings of the Genetic
    and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga,
    Spain, July 14-18, 2025, ACM, 2025, pp. 340–348.'
date_created: 2026-01-22T14:42:45Z
date_updated: 2026-01-22T14:46:04Z
department:
- _id: '819'
doi: 10.1145/3712256.3726357
editor:
- first_name: Bogdan
  full_name: Filipic, Bogdan
  last_name: Filipic
language:
- iso: eng
page: 340–348
publication: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO
  2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025
publisher: ACM
status: public
title: Cluster Prevention in Evolutionary Diversity Optimization for Parallel Machine
  Scheduling
type: conference
user_id: '15504'
year: '2025'
...
---
_id: '61918'
author:
- first_name: Jeroen
  full_name: Rook, Jeroen
  id: '102977'
  last_name: Rook
- first_name: Quentin
  full_name: Renau, Quentin
  last_name: Renau
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Emma
  full_name: Hart, Emma
  last_name: Hart
citation:
  ama: 'Rook J, Renau Q, Trautmann H, Hart E. Efficient Online Automated Algorithm
    Selection in the Face of Data-Drift in Optimisation Problem Instances. In: <i>Proceedings
    of the 18th ACM/SIGEVO Conference on Foundations of Genetic Algorithms, FOGA 2025,
    Leiden, The Netherlands, August 27-29, 2025</i>. ACM; 2025:262–272. doi:<a href="https://doi.org/10.1145/3729878.3746615">10.1145/3729878.3746615</a>'
  apa: Rook, J., Renau, Q., Trautmann, H., &#38; Hart, E. (2025). Efficient Online
    Automated Algorithm Selection in the Face of Data-Drift in Optimisation Problem
    Instances. <i>Proceedings of the 18th ACM/SIGEVO Conference on Foundations of
    Genetic Algorithms, FOGA 2025, Leiden, The Netherlands, August 27-29, 2025</i>,
    262–272. <a href="https://doi.org/10.1145/3729878.3746615">https://doi.org/10.1145/3729878.3746615</a>
  bibtex: '@inproceedings{Rook_Renau_Trautmann_Hart_2025, title={Efficient Online
    Automated Algorithm Selection in the Face of Data-Drift in Optimisation Problem
    Instances}, DOI={<a href="https://doi.org/10.1145/3729878.3746615">10.1145/3729878.3746615</a>},
    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} }'
  chicago: Rook, Jeroen, Quentin Renau, Heike Trautmann, and Emma Hart. “Efficient
    Online Automated Algorithm Selection in the Face of Data-Drift in Optimisation
    Problem Instances.” In <i>Proceedings of the 18th ACM/SIGEVO Conference on Foundations
    of Genetic Algorithms, FOGA 2025, Leiden, The Netherlands, August 27-29, 2025</i>,
    262–272. ACM, 2025. <a href="https://doi.org/10.1145/3729878.3746615">https://doi.org/10.1145/3729878.3746615</a>.
  ieee: 'J. Rook, Q. Renau, H. Trautmann, and E. Hart, “Efficient Online Automated
    Algorithm Selection in the Face of Data-Drift in Optimisation Problem Instances,”
    in <i>Proceedings of the 18th ACM/SIGEVO Conference on Foundations of Genetic
    Algorithms, FOGA 2025, Leiden, The Netherlands, August 27-29, 2025</i>, 2025,
    pp. 262–272, doi: <a href="https://doi.org/10.1145/3729878.3746615">10.1145/3729878.3746615</a>.'
  mla: Rook, Jeroen, et al. “Efficient Online Automated Algorithm Selection in the
    Face of Data-Drift in Optimisation Problem Instances.” <i>Proceedings of the 18th
    ACM/SIGEVO Conference on Foundations of Genetic Algorithms, FOGA 2025, Leiden,
    The Netherlands, August 27-29, 2025</i>, ACM, 2025, pp. 262–272, doi:<a href="https://doi.org/10.1145/3729878.3746615">10.1145/3729878.3746615</a>.
  short: 'J. Rook, Q. Renau, H. Trautmann, E. Hart, in: Proceedings of the 18th ACM/SIGEVO
    Conference on Foundations of Genetic Algorithms, FOGA 2025, Leiden, The Netherlands,
    August 27-29, 2025, ACM, 2025, pp. 262–272.'
date_created: 2025-10-22T07:26:45Z
date_updated: 2026-02-25T14:31:18Z
department:
- _id: '819'
doi: 10.1145/3729878.3746615
language:
- iso: eng
page: 262–272
publication: Proceedings of the 18th ACM/SIGEVO Conference on Foundations of Genetic
  Algorithms, FOGA 2025, Leiden, The Netherlands, August 27-29, 2025
publisher: ACM
status: public
title: Efficient Online Automated Algorithm Selection in the Face of Data-Drift in
  Optimisation Problem Instances
type: conference
user_id: '15504'
year: '2025'
...
---
_id: '59073'
author:
- first_name: Jeroen G.
  full_name: Rook, Jeroen G.
  last_name: Rook
- first_name: Carolin
  full_name: Benjamins, Carolin
  last_name: Benjamins
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Holger H.
  full_name: Hoos, Holger H.
  last_name: Hoos
- first_name: Marius
  full_name: Lindauer, Marius
  last_name: Lindauer
citation:
  ama: 'Rook JG, Benjamins C, Bossek J, Trautmann H, Hoos HH, Lindauer M. MO-SMAC:
    Multi-objective Sequential Model-based Algorithm Configuration. <i>Evolutionary
    Computation</i>. Published online 2025:1-25. doi:<a href="https://doi.org/10.1162/evco_a_00371">10.1162/evco_a_00371</a>'
  apa: 'Rook, J. G., Benjamins, C., Bossek, J., Trautmann, H., Hoos, H. H., &#38;
    Lindauer, M. (2025). MO-SMAC: Multi-objective Sequential Model-based Algorithm
    Configuration. <i>Evolutionary Computation</i>, 1–25. <a href="https://doi.org/10.1162/evco_a_00371">https://doi.org/10.1162/evco_a_00371</a>'
  bibtex: '@article{Rook_Benjamins_Bossek_Trautmann_Hoos_Lindauer_2025, title={MO-SMAC:
    Multi-objective Sequential Model-based Algorithm Configuration}, DOI={<a href="https://doi.org/10.1162/evco_a_00371">10.1162/evco_a_00371</a>},
    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} }'
  chicago: 'Rook, Jeroen G., Carolin Benjamins, Jakob Bossek, Heike Trautmann, Holger
    H. Hoos, and Marius Lindauer. “MO-SMAC: Multi-Objective Sequential Model-Based
    Algorithm Configuration.” <i>Evolutionary Computation</i>, 2025, 1–25. <a href="https://doi.org/10.1162/evco_a_00371">https://doi.org/10.1162/evco_a_00371</a>.'
  ieee: 'J. G. Rook, C. Benjamins, J. Bossek, H. Trautmann, H. H. Hoos, and M. Lindauer,
    “MO-SMAC: Multi-objective Sequential Model-based Algorithm Configuration,” <i>Evolutionary
    Computation</i>, pp. 1–25, 2025, doi: <a href="https://doi.org/10.1162/evco_a_00371">10.1162/evco_a_00371</a>.'
  mla: 'Rook, Jeroen G., et al. “MO-SMAC: Multi-Objective Sequential Model-Based Algorithm
    Configuration.” <i>Evolutionary Computation</i>, 2025, pp. 1–25, doi:<a href="https://doi.org/10.1162/evco_a_00371">10.1162/evco_a_00371</a>.'
  short: J.G. Rook, C. Benjamins, J. Bossek, H. Trautmann, H.H. Hoos, M. Lindauer,
    Evolutionary Computation (2025) 1–25.
date_created: 2025-03-21T06:24:46Z
date_updated: 2025-03-21T06:25:31Z
doi: 10.1162/evco_a_00371
language:
- iso: eng
page: 1-25
publication: Evolutionary Computation
publication_identifier:
  issn:
  - 1063-6560
status: public
title: 'MO-SMAC: Multi-objective Sequential Model-based Algorithm Configuration'
type: journal_article
user_id: '15504'
year: '2025'
...
---
_id: '60219'
author:
- first_name: Diederick
  full_name: Vermetten, Diederick
  last_name: Vermetten
- first_name: Jeroen
  full_name: Rook, Jeroen
  id: '102977'
  last_name: Rook
- first_name: Oliver Ludger
  full_name: Preuß, Oliver Ludger
  id: '102978'
  last_name: Preuß
  orcid: 0009-0008-9308-2418
- first_name: Jacob
  full_name: de Nobel, Jacob
  last_name: de Nobel
- first_name: Carola
  full_name: Doerr, Carola
  last_name: Doerr
- first_name: Manuel
  full_name: López-Ibáñez, Manuel
  last_name: López-Ibáñez
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Thomas
  full_name: Bäck, Thomas
  last_name: Bäck
citation:
  ama: 'Vermetten D, Rook J, Preuß OL, et al. MO-IOHinspector: Anytime Benchmarking
    of Multi-objective Algorithms Using IOHprofiler. In: Singh HK, Ray T, Knowles
    JD, et al., eds. <i>Evolutionary Multi-Criterion Optimization - 13th International
    Conference, EMO 2025, Canberra, ACT, Australia, March 4-7, 2025, Proceedings,
    Part I</i>. Vol 15512. Lecture Notes in Computer Science. Springer; 2025:242–256.
    doi:<a href="https://doi.org/10.1007/978-981-96-3506-1_17">10.1007/978-981-96-3506-1_17</a>'
  apa: 'Vermetten, D., Rook, J., Preuß, O. L., de Nobel, J., Doerr, C., López-Ibáñez,
    M., Trautmann, H., &#38; Bäck, T. (2025). MO-IOHinspector: Anytime Benchmarking
    of Multi-objective Algorithms Using IOHprofiler. In H. K. Singh, T. Ray, J. D.
    Knowles, X. Li, J. Branke, B. Wang, &#38; A. Oyama (Eds.), <i>Evolutionary Multi-Criterion
    Optimization - 13th International Conference, EMO 2025, Canberra, ACT, Australia,
    March 4-7, 2025, Proceedings, Part I</i> (Vol. 15512, pp. 242–256). Springer.
    <a href="https://doi.org/10.1007/978-981-96-3506-1_17">https://doi.org/10.1007/978-981-96-3506-1_17</a>'
  bibtex: '@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={<a href="https://doi.org/10.1007/978-981-96-3506-1_17">10.1007/978-981-96-3506-1_17</a>},
    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} }'
  chicago: 'Vermetten, Diederick, Jeroen Rook, Oliver Ludger Preuß, Jacob de Nobel,
    Carola Doerr, Manuel López-Ibáñez, Heike Trautmann, and Thomas Bäck. “MO-IOHinspector:
    Anytime Benchmarking of Multi-Objective Algorithms Using IOHprofiler.” In <i>Evolutionary
    Multi-Criterion Optimization - 13th International Conference, EMO 2025, Canberra,
    ACT, Australia, March 4-7, 2025, Proceedings, Part I</i>, edited by Hemant K.
    Singh, Tapabrata Ray, Joshua D. Knowles, Xiaodong Li, Juergen Branke, Bing Wang,
    and Akira Oyama, 15512:242–256. Lecture Notes in Computer Science. Springer, 2025.
    <a href="https://doi.org/10.1007/978-981-96-3506-1_17">https://doi.org/10.1007/978-981-96-3506-1_17</a>.'
  ieee: 'D. Vermetten <i>et al.</i>, “MO-IOHinspector: Anytime Benchmarking of Multi-objective
    Algorithms Using IOHprofiler,” in <i>Evolutionary Multi-Criterion Optimization
    - 13th International Conference, EMO 2025, Canberra, ACT, Australia, March 4-7,
    2025, Proceedings, Part I</i>, 2025, vol. 15512, pp. 242–256, doi: <a href="https://doi.org/10.1007/978-981-96-3506-1_17">10.1007/978-981-96-3506-1_17</a>.'
  mla: 'Vermetten, Diederick, et al. “MO-IOHinspector: Anytime Benchmarking of Multi-Objective
    Algorithms Using IOHprofiler.” <i>Evolutionary Multi-Criterion Optimization -
    13th International Conference, EMO 2025, Canberra, ACT, Australia, March 4-7,
    2025, Proceedings, Part I</i>, edited by Hemant K. Singh et al., vol. 15512, Springer,
    2025, pp. 242–256, doi:<a href="https://doi.org/10.1007/978-981-96-3506-1_17">10.1007/978-981-96-3506-1_17</a>.'
  short: 'D. Vermetten, J. Rook, O.L. Preuß, J. de Nobel, C. Doerr, M. López-Ibáñez,
    H. Trautmann, T. Bäck, in: H.K. Singh, T. Ray, J.D. Knowles, X. Li, J. Branke,
    B. Wang, A. Oyama (Eds.), Evolutionary Multi-Criterion Optimization - 13th International
    Conference, EMO 2025, Canberra, ACT, Australia, March 4-7, 2025, Proceedings,
    Part I, Springer, 2025, pp. 242–256.'
date_created: 2025-06-16T12:01:12Z
date_updated: 2025-06-16T12:20:36Z
department:
- _id: '819'
doi: 10.1007/978-981-96-3506-1_17
editor:
- first_name: Hemant K.
  full_name: Singh, Hemant K.
  last_name: Singh
- first_name: Tapabrata
  full_name: Ray, Tapabrata
  last_name: Ray
- first_name: Joshua D.
  full_name: Knowles, Joshua D.
  last_name: Knowles
- first_name: Xiaodong
  full_name: Li, Xiaodong
  last_name: Li
- first_name: Juergen
  full_name: Branke, Juergen
  last_name: Branke
- first_name: Bing
  full_name: Wang, Bing
  last_name: Wang
- first_name: Akira
  full_name: Oyama, Akira
  last_name: Oyama
intvolume: '     15512'
language:
- iso: eng
page: 242–256
publication: Evolutionary Multi-Criterion Optimization - 13th International Conference,
  EMO 2025, Canberra, ACT, Australia, March 4-7, 2025, Proceedings, Part I
publisher: Springer
series_title: Lecture Notes in Computer Science
status: public
title: 'MO-IOHinspector: Anytime Benchmarking of Multi-objective Algorithms Using
  IOHprofiler'
type: conference
user_id: '15504'
volume: 15512
year: '2025'
...
---
_id: '60220'
author:
- first_name: Moritz
  full_name: Seiler, Moritz
  id: '105520'
  last_name: Seiler
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Seiler M, Kerschke P, Trautmann H. Deep-ELA: Deep Exploratory Landscape Analysis
    with Self-Supervised Pretrained Transformers for Single- and Multi-Objective Continuous
    Optimization Problems . <i>Evolutionary Computation</i>. Published online 2025:1-27.
    doi:<a href="https://doi.org/10.1162/evco_a_00367">https://doi.org/10.1162/evco_a_00367</a>'
  apa: 'Seiler, M., Kerschke, P., &#38; Trautmann, H. (2025). Deep-ELA: Deep Exploratory
    Landscape Analysis with Self-Supervised Pretrained Transformers for Single- and
    Multi-Objective Continuous Optimization Problems . <i>Evolutionary Computation</i>,
    1–27. <a href="https://doi.org/10.1162/evco_a_00367">https://doi.org/10.1162/evco_a_00367</a>'
  bibtex: '@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={<a href="https://doi.org/10.1162/evco_a_00367">https://doi.org/10.1162/evco_a_00367</a>},
    journal={Evolutionary Computation}, author={Seiler, Moritz and Kerschke, Pascal
    and Trautmann, Heike}, year={2025}, pages={1–27} }'
  chicago: 'Seiler, Moritz, Pascal Kerschke, and Heike Trautmann. “Deep-ELA: Deep
    Exploratory Landscape Analysis with Self-Supervised Pretrained Transformers for
    Single- and Multi-Objective Continuous Optimization Problems .” <i>Evolutionary
    Computation</i>, 2025, 1–27. <a href="https://doi.org/10.1162/evco_a_00367">https://doi.org/10.1162/evco_a_00367</a>.'
  ieee: 'M. Seiler, P. Kerschke, and H. Trautmann, “Deep-ELA: Deep Exploratory Landscape
    Analysis with Self-Supervised Pretrained Transformers for Single- and Multi-Objective
    Continuous Optimization Problems ,” <i>Evolutionary Computation</i>, pp. 1–27,
    2025, doi: <a href="https://doi.org/10.1162/evco_a_00367">https://doi.org/10.1162/evco_a_00367</a>.'
  mla: 'Seiler, Moritz, et al. “Deep-ELA: Deep Exploratory Landscape Analysis with
    Self-Supervised Pretrained Transformers for Single- and Multi-Objective Continuous
    Optimization Problems .” <i>Evolutionary Computation</i>, 2025, pp. 1–27, doi:<a
    href="https://doi.org/10.1162/evco_a_00367">https://doi.org/10.1162/evco_a_00367</a>.'
  short: M. Seiler, P. Kerschke, H. Trautmann, Evolutionary Computation (2025) 1–27.
date_created: 2025-06-16T12:20:20Z
date_updated: 2025-06-16T12:24:15Z
department:
- _id: '819'
doi: https://doi.org/10.1162/evco_a_00367
language:
- iso: eng
page: 1-27
publication: Evolutionary Computation
status: public
title: 'Deep-ELA: Deep Exploratory Landscape Analysis with Self-Supervised Pretrained
  Transformers for Single- and Multi-Objective Continuous Optimization Problems '
type: journal_article
user_id: '15504'
year: '2025'
...
---
_id: '60813'
author:
- first_name: Moritz
  full_name: Seiler, Moritz
  id: '105520'
  last_name: Seiler
- first_name: Oliver Ludger
  full_name: Preuß, Oliver Ludger
  id: '102978'
  last_name: Preuß
  orcid: 0009-0008-9308-2418
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Seiler M, Preuß OL, Trautmann H. RandOptGen: A Unified Random Problem Generator
    for Single- and Multi-Objective Optimization Problems with Mixed-Variable Input
    Spaces. In: Filipic B, ed. <i>Proceedings of the Genetic and Evolutionary Computation
    Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i>.
    ACM; 2025:76–84. doi:<a href="https://doi.org/10.1145/3712256.3726478">10.1145/3712256.3726478</a>'
  apa: 'Seiler, M., Preuß, O. L., &#38; Trautmann, H. (2025). RandOptGen: A Unified
    Random Problem Generator for Single- and Multi-Objective Optimization Problems
    with Mixed-Variable Input Spaces. In B. Filipic (Ed.), <i>Proceedings of the Genetic
    and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga,
    Spain, July 14-18, 2025</i> (pp. 76–84). ACM. <a href="https://doi.org/10.1145/3712256.3726478">https://doi.org/10.1145/3712256.3726478</a>'
  bibtex: '@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={<a href="https://doi.org/10.1145/3712256.3726478">10.1145/3712256.3726478</a>},
    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} }'
  chicago: 'Seiler, Moritz, Oliver Ludger Preuß, and Heike Trautmann. “RandOptGen:
    A Unified Random Problem Generator for Single- and Multi-Objective Optimization
    Problems with Mixed-Variable Input Spaces.” In <i>Proceedings of the Genetic and
    Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain,
    July 14-18, 2025</i>, edited by Bogdan Filipic, 76–84. ACM, 2025. <a href="https://doi.org/10.1145/3712256.3726478">https://doi.org/10.1145/3712256.3726478</a>.'
  ieee: 'M. Seiler, O. L. Preuß, and H. Trautmann, “RandOptGen: A Unified Random Problem
    Generator for Single- and Multi-Objective Optimization Problems with Mixed-Variable
    Input Spaces,” in <i>Proceedings of the Genetic and Evolutionary Computation Conference,
    GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i>, 2025, pp. 76–84,
    doi: <a href="https://doi.org/10.1145/3712256.3726478">10.1145/3712256.3726478</a>.'
  mla: 'Seiler, Moritz, et al. “RandOptGen: A Unified Random Problem Generator for
    Single- and Multi-Objective Optimization Problems with Mixed-Variable Input Spaces.”
    <i>Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025,
    NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i>, edited by Bogdan Filipic,
    ACM, 2025, pp. 76–84, doi:<a href="https://doi.org/10.1145/3712256.3726478">10.1145/3712256.3726478</a>.'
  short: 'M. Seiler, O.L. Preuß, H. Trautmann, in: B. Filipic (Ed.), Proceedings of
    the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel,
    Malaga, Spain, July 14-18, 2025, ACM, 2025, pp. 76–84.'
date_created: 2025-07-29T06:12:57Z
date_updated: 2025-07-29T06:13:43Z
department:
- _id: '819'
doi: 10.1145/3712256.3726478
editor:
- first_name: Bogdan
  full_name: Filipic, Bogdan
  last_name: Filipic
language:
- iso: eng
page: 76–84
publication: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO
  2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025
publisher: ACM
status: public
title: 'RandOptGen: A Unified Random Problem Generator for Single- and Multi-Objective
  Optimization Problems with Mixed-Variable Input Spaces'
type: conference
user_id: '15504'
year: '2025'
...
---
_id: '60812'
author:
- first_name: Oliver Ludger
  full_name: Preuß, Oliver Ludger
  id: '102978'
  last_name: Preuß
  orcid: 0009-0008-9308-2418
- first_name: Carolin
  full_name: Mensendiek, Carolin
  id: '75006'
  last_name: Mensendiek
- first_name: Jeroen
  full_name: Rook, Jeroen
  id: '102977'
  last_name: Rook
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Preuß OL, Mensendiek C, Rook J, Bossek J, Trautmann H. Automated Algorithm
    Configuration and Systematic Benchmarking for Heterogeneous MNK-Landscapes. In:
    Filipic B, ed. <i>Proceedings of the Genetic and Evolutionary Computation Conference,
    GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i>. ACM; 2025:58–66.
    doi:<a href="https://doi.org/10.1145/3712256.3726481">10.1145/3712256.3726481</a>'
  apa: Preuß, O. L., Mensendiek, C., Rook, J., Bossek, J., &#38; Trautmann, H. (2025).
    Automated Algorithm Configuration and Systematic Benchmarking for Heterogeneous
    MNK-Landscapes. In B. Filipic (Ed.), <i>Proceedings of the Genetic and Evolutionary
    Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18,
    2025</i> (pp. 58–66). ACM. <a href="https://doi.org/10.1145/3712256.3726481">https://doi.org/10.1145/3712256.3726481</a>
  bibtex: '@inproceedings{Preuß_Mensendiek_Rook_Bossek_Trautmann_2025, title={Automated
    Algorithm Configuration and Systematic Benchmarking for Heterogeneous MNK-Landscapes},
    DOI={<a href="https://doi.org/10.1145/3712256.3726481">10.1145/3712256.3726481</a>},
    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}
    }'
  chicago: Preuß, Oliver Ludger, Carolin Mensendiek, Jeroen Rook, Jakob Bossek, and
    Heike Trautmann. “Automated Algorithm Configuration and Systematic Benchmarking
    for Heterogeneous MNK-Landscapes.” In <i>Proceedings of the Genetic and Evolutionary
    Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18,
    2025</i>, edited by Bogdan Filipic, 58–66. ACM, 2025. <a href="https://doi.org/10.1145/3712256.3726481">https://doi.org/10.1145/3712256.3726481</a>.
  ieee: 'O. L. Preuß, C. Mensendiek, J. Rook, J. Bossek, and H. Trautmann, “Automated
    Algorithm Configuration and Systematic Benchmarking for Heterogeneous MNK-Landscapes,”
    in <i>Proceedings of the Genetic and Evolutionary Computation Conference, GECCO
    2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i>, 2025, pp. 58–66, doi:
    <a href="https://doi.org/10.1145/3712256.3726481">10.1145/3712256.3726481</a>.'
  mla: Preuß, Oliver Ludger, et al. “Automated Algorithm Configuration and Systematic
    Benchmarking for Heterogeneous MNK-Landscapes.” <i>Proceedings of the Genetic
    and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga,
    Spain, July 14-18, 2025</i>, edited by Bogdan Filipic, ACM, 2025, pp. 58–66, doi:<a
    href="https://doi.org/10.1145/3712256.3726481">10.1145/3712256.3726481</a>.
  short: 'O.L. Preuß, C. Mensendiek, J. Rook, J. Bossek, H. Trautmann, in: B. Filipic
    (Ed.), Proceedings of the Genetic and Evolutionary Computation Conference, GECCO
    2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025, ACM, 2025, pp. 58–66.'
date_created: 2025-07-29T06:11:51Z
date_updated: 2025-07-29T06:12:28Z
department:
- _id: '819'
doi: 10.1145/3712256.3726481
editor:
- first_name: Bogdan
  full_name: Filipic, Bogdan
  last_name: Filipic
language:
- iso: eng
page: 58–66
publication: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO
  2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025
publisher: ACM
status: public
title: Automated Algorithm Configuration and Systematic Benchmarking for Heterogeneous
  MNK-Landscapes
type: conference
user_id: '15504'
year: '2025'
...
---
_id: '60814'
author:
- first_name: Elias
  full_name: Schede, Elias
  last_name: Schede
- first_name: Moritz
  full_name: Seiler, Moritz
  id: '105520'
  last_name: Seiler
- first_name: Kevin
  full_name: Tierney, Kevin
  last_name: Tierney
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Schede E, Seiler M, Tierney K, Trautmann H. Deep reinforcement learning for
    instance-specific algorithm configuration (GECCO Best Paper Award). In: Filipic
    B, ed. <i>Proceedings of the Genetic and Evolutionary Computation Conference,
    GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i>. ACM; 2025:1190–1198.
    doi:<a href="https://doi.org/10.1145/3712256.3726480">10.1145/3712256.3726480</a>'
  apa: Schede, E., Seiler, M., Tierney, K., &#38; Trautmann, H. (2025). Deep reinforcement
    learning for instance-specific algorithm configuration (GECCO Best Paper Award).
    In B. Filipic (Ed.), <i>Proceedings of the Genetic and Evolutionary Computation
    Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i> (pp.
    1190–1198). ACM. <a href="https://doi.org/10.1145/3712256.3726480">https://doi.org/10.1145/3712256.3726480</a>
  bibtex: '@inproceedings{Schede_Seiler_Tierney_Trautmann_2025, title={Deep reinforcement
    learning for instance-specific algorithm configuration (GECCO Best Paper Award)},
    DOI={<a href="https://doi.org/10.1145/3712256.3726480">10.1145/3712256.3726480</a>},
    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} }'
  chicago: Schede, Elias, Moritz Seiler, Kevin Tierney, and Heike Trautmann. “Deep
    Reinforcement Learning for Instance-Specific Algorithm Configuration (GECCO Best
    Paper Award).” In <i>Proceedings of the Genetic and Evolutionary Computation Conference,
    GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i>, edited by Bogdan
    Filipic, 1190–1198. ACM, 2025. <a href="https://doi.org/10.1145/3712256.3726480">https://doi.org/10.1145/3712256.3726480</a>.
  ieee: 'E. Schede, M. Seiler, K. Tierney, and H. Trautmann, “Deep reinforcement learning
    for instance-specific algorithm configuration (GECCO Best Paper Award),” in <i>Proceedings
    of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga
    Hotel, Malaga, Spain, July 14-18, 2025</i>, 2025, pp. 1190–1198, doi: <a href="https://doi.org/10.1145/3712256.3726480">10.1145/3712256.3726480</a>.'
  mla: Schede, Elias, et al. “Deep Reinforcement Learning for Instance-Specific Algorithm
    Configuration (GECCO Best Paper Award).” <i>Proceedings of the Genetic and Evolutionary
    Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18,
    2025</i>, edited by Bogdan Filipic, ACM, 2025, pp. 1190–1198, doi:<a href="https://doi.org/10.1145/3712256.3726480">10.1145/3712256.3726480</a>.
  short: 'E. Schede, M. Seiler, K. Tierney, H. Trautmann, in: B. Filipic (Ed.), Proceedings
    of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga
    Hotel, Malaga, Spain, July 14-18, 2025, ACM, 2025, pp. 1190–1198.'
date_created: 2025-07-29T06:14:03Z
date_updated: 2025-07-29T12:17:30Z
department:
- _id: '819'
doi: 10.1145/3712256.3726480
editor:
- first_name: Bogdan
  full_name: Filipic, Bogdan
  last_name: Filipic
language:
- iso: eng
page: 1190–1198
publication: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO
  2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025
publisher: ACM
status: public
title: Deep reinforcement learning for instance-specific algorithm configuration (GECCO
  Best Paper Award)
type: conference
user_id: '100740'
year: '2025'
...
---
_id: '61032'
author:
- first_name: Angel E.
  full_name: Rodriguez-Fernandez, Angel E.
  last_name: Rodriguez-Fernandez
- first_name: Lennart
  full_name: Schäpermeier, Lennart
  last_name: Schäpermeier
- first_name: Carlos Hernandez
  full_name: Castellanos, Carlos Hernandez
  last_name: Castellanos
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Oliver
  full_name: Schütze, Oliver
  last_name: Schütze
citation:
  ama: 'Rodriguez-Fernandez AE, Schäpermeier L, Castellanos CH, Kerschke P, Trautmann
    H, Schütze O. Hot off the Press: Finding ϵ-Locally Optimal Solutions for Multi-Objective
    Multimodal Optimization. In: <i>Proceedings of the Genetic and Evolutionary Computation
    Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i>.
    ACM; 2025:61-62. doi:<a href="https://doi.org//10.1145/3712255.3734260">/10.1145/3712255.3734260</a>'
  apa: 'Rodriguez-Fernandez, A. E., Schäpermeier, L., Castellanos, C. H., Kerschke,
    P., Trautmann, H., &#38; Schütze, O. (2025). Hot off the Press: Finding ϵ-Locally
    Optimal Solutions for Multi-Objective Multimodal Optimization. <i>Proceedings
    of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga
    Hotel, Malaga, Spain, July 14-18, 2025</i>, 61–62. <a href="https://doi.org//10.1145/3712255.3734260">https://doi.org//10.1145/3712255.3734260</a>'
  bibtex: '@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={<a href="https://doi.org//10.1145/3712255.3734260">/10.1145/3712255.3734260</a>},
    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} }'
  chicago: 'Rodriguez-Fernandez, Angel E., Lennart Schäpermeier, Carlos Hernandez
    Castellanos, Pascal Kerschke, Heike Trautmann, and Oliver Schütze. “Hot off the
    Press: Finding ϵ-Locally Optimal Solutions for Multi-Objective Multimodal Optimization.”
    In <i>Proceedings of the Genetic and Evolutionary Computation Conference, GECCO
    2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i>, 61–62. ACM, 2025.
    <a href="https://doi.org//10.1145/3712255.3734260">https://doi.org//10.1145/3712255.3734260</a>.'
  ieee: 'A. E. Rodriguez-Fernandez, L. Schäpermeier, C. H. Castellanos, P. Kerschke,
    H. Trautmann, and O. Schütze, “Hot off the Press: Finding ϵ-Locally Optimal Solutions
    for Multi-Objective Multimodal Optimization,” in <i>Proceedings of the Genetic
    and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga,
    Spain, July 14-18, 2025</i>, 2025, pp. 61–62, doi: <a href="https://doi.org//10.1145/3712255.3734260">/10.1145/3712255.3734260</a>.'
  mla: 'Rodriguez-Fernandez, Angel E., et al. “Hot off the Press: Finding ϵ-Locally
    Optimal Solutions for Multi-Objective Multimodal Optimization.” <i>Proceedings
    of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga
    Hotel, Malaga, Spain, July 14-18, 2025</i>, ACM, 2025, pp. 61–62, doi:<a href="https://doi.org//10.1145/3712255.3734260">/10.1145/3712255.3734260</a>.'
  short: 'A.E. Rodriguez-Fernandez, L. Schäpermeier, C.H. Castellanos, P. Kerschke,
    H. Trautmann, O. Schütze, in: Proceedings of the Genetic and Evolutionary Computation
    Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025, ACM,
    2025, pp. 61–62.'
date_created: 2025-08-27T08:29:25Z
date_updated: 2025-08-27T08:32:55Z
doi: /10.1145/3712255.3734260
language:
- iso: eng
page: 61-62
publication: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO
  2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025
publisher: ACM
status: public
title: 'Hot off the Press: Finding ϵ-Locally Optimal Solutions for Multi-Objective
  Multimodal Optimization'
type: conference
user_id: '15504'
year: '2025'
...
---
_id: '63053'
author:
- first_name: Carlos
  full_name: Hernández, Carlos
  last_name: Hernández
- first_name: Angel E.
  full_name: Rodriguez-Fernandez, Angel E.
  last_name: Rodriguez-Fernandez
- first_name: Lennart
  full_name: Schäpermeier, Lennart
  last_name: Schäpermeier
- first_name: Oliver
  full_name: Cuate, Oliver
  last_name: Cuate
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Oliver
  full_name: Schütze, Oliver
  last_name: Schütze
citation:
  ama: Hernández C, Rodriguez-Fernandez AE, Schäpermeier L, Cuate O, Trautmann H,
    Schütze O. An Evolutionary Approach for the Computation of ∈-Locally Optimal Solutions
    for Multi-Objective Multimodal Optimization. <i>IEEE Transactions on Evolutionary
    Computation</i>. Published online 2025:1-1. doi:<a href="https://doi.org/10.1109/TEVC.2025.3637276">10.1109/TEVC.2025.3637276</a>
  apa: Hernández, C., Rodriguez-Fernandez, A. E., Schäpermeier, L., Cuate, O., Trautmann,
    H., &#38; Schütze, O. (2025). An Evolutionary Approach for the Computation of
    ∈-Locally Optimal Solutions for Multi-Objective Multimodal Optimization. <i>IEEE
    Transactions on Evolutionary Computation</i>, 1–1. <a href="https://doi.org/10.1109/TEVC.2025.3637276">https://doi.org/10.1109/TEVC.2025.3637276</a>
  bibtex: '@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={<a href="https://doi.org/10.1109/TEVC.2025.3637276">10.1109/TEVC.2025.3637276</a>},
    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} }'
  chicago: Hernández, Carlos, Angel E. Rodriguez-Fernandez, Lennart Schäpermeier,
    Oliver Cuate, Heike Trautmann, and Oliver Schütze. “An Evolutionary Approach for
    the Computation of ∈-Locally Optimal Solutions for Multi-Objective Multimodal
    Optimization.” <i>IEEE Transactions on Evolutionary Computation</i>, 2025, 1–1.
    <a href="https://doi.org/10.1109/TEVC.2025.3637276">https://doi.org/10.1109/TEVC.2025.3637276</a>.
  ieee: 'C. Hernández, A. E. Rodriguez-Fernandez, L. Schäpermeier, O. Cuate, H. Trautmann,
    and O. Schütze, “An Evolutionary Approach for the Computation of ∈-Locally Optimal
    Solutions for Multi-Objective Multimodal Optimization,” <i>IEEE Transactions on
    Evolutionary Computation</i>, pp. 1–1, 2025, doi: <a href="https://doi.org/10.1109/TEVC.2025.3637276">10.1109/TEVC.2025.3637276</a>.'
  mla: Hernández, Carlos, et al. “An Evolutionary Approach for the Computation of
    ∈-Locally Optimal Solutions for Multi-Objective Multimodal Optimization.” <i>IEEE
    Transactions on Evolutionary Computation</i>, 2025, pp. 1–1, doi:<a href="https://doi.org/10.1109/TEVC.2025.3637276">10.1109/TEVC.2025.3637276</a>.
  short: C. Hernández, A.E. Rodriguez-Fernandez, L. Schäpermeier, O. Cuate, H. Trautmann,
    O. Schütze, IEEE Transactions on Evolutionary Computation (2025) 1–1.
date_created: 2025-12-12T06:13:06Z
date_updated: 2025-12-12T06:13:51Z
department:
- _id: '819'
doi: 10.1109/TEVC.2025.3637276
keyword:
- Optimization
- Evolutionary computation
- Hands
- Proposals
- Convergence
- Computational efficiency
- Artificial intelligence
- Accuracy
- Approximation algorithms
- Aerospace electronics
- Multi-objective optimization
- evolutionary algorithms
- nearly optimal solutions
- multimodal optimization
- archiving
- continuation
language:
- iso: eng
page: 1-1
publication: IEEE Transactions on Evolutionary Computation
status: public
title: An Evolutionary Approach for the Computation of ∈-Locally Optimal Solutions
  for Multi-Objective Multimodal Optimization
type: journal_article
user_id: '15504'
year: '2025'
...
---
_id: '54548'
author:
- first_name: Raphael Patrick
  full_name: Prager, Raphael Patrick
  last_name: Prager
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: Prager RP, Trautmann H. Exploratory Landscape Analysis for Mixed-Variable Problems.
    <i>IEEE Transactions on Evolutionary Computation</i>. Published online 2024:1-1.
    doi:<a href="https://doi.org/10.1109/TEVC.2024.3399560">10.1109/TEVC.2024.3399560</a>
  apa: Prager, R. P., &#38; Trautmann, H. (2024). Exploratory Landscape Analysis for
    Mixed-Variable Problems. <i>IEEE Transactions on Evolutionary Computation</i>,
    1–1. <a href="https://doi.org/10.1109/TEVC.2024.3399560">https://doi.org/10.1109/TEVC.2024.3399560</a>
  bibtex: '@article{Prager_Trautmann_2024, title={Exploratory Landscape Analysis for
    Mixed-Variable Problems}, DOI={<a href="https://doi.org/10.1109/TEVC.2024.3399560">10.1109/TEVC.2024.3399560</a>},
    journal={IEEE Transactions on Evolutionary Computation}, author={Prager, Raphael
    Patrick and Trautmann, Heike}, year={2024}, pages={1–1} }'
  chicago: Prager, Raphael Patrick, and Heike Trautmann. “Exploratory Landscape Analysis
    for Mixed-Variable Problems.” <i>IEEE Transactions on Evolutionary Computation</i>,
    2024, 1–1. <a href="https://doi.org/10.1109/TEVC.2024.3399560">https://doi.org/10.1109/TEVC.2024.3399560</a>.
  ieee: 'R. P. Prager and H. Trautmann, “Exploratory Landscape Analysis for Mixed-Variable
    Problems,” <i>IEEE Transactions on Evolutionary Computation</i>, pp. 1–1, 2024,
    doi: <a href="https://doi.org/10.1109/TEVC.2024.3399560">10.1109/TEVC.2024.3399560</a>.'
  mla: Prager, Raphael Patrick, and Heike Trautmann. “Exploratory Landscape Analysis
    for Mixed-Variable Problems.” <i>IEEE Transactions on Evolutionary Computation</i>,
    2024, pp. 1–1, doi:<a href="https://doi.org/10.1109/TEVC.2024.3399560">10.1109/TEVC.2024.3399560</a>.
  short: R.P. Prager, H. Trautmann, IEEE Transactions on Evolutionary Computation
    (2024) 1–1.
date_created: 2024-06-03T06:16:33Z
date_updated: 2024-06-03T06:17:13Z
department:
- _id: '819'
doi: 10.1109/TEVC.2024.3399560
keyword:
- Optimization
- Evolutionary computation
- Benchmark testing
- Hyperparameter optimization
- Portfolios
- Extraterrestrial measurements
- Dispersion
- Exploratory landscape analysis
- mixed-variable problem
- mixed search spaces
- automated algorithm selection
language:
- iso: eng
page: 1-1
publication: IEEE Transactions on Evolutionary Computation
status: public
title: Exploratory Landscape Analysis for Mixed-Variable Problems
type: journal_article
user_id: '15504'
year: '2024'
...
---
_id: '54642'
author:
- first_name: K.
  full_name: Dietrich, K.
  last_name: Dietrich
- first_name: R.
  full_name: Prager, R.
  last_name: Prager
- first_name: C.
  full_name: Doerr, C.
  last_name: Doerr
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Dietrich K, Prager R, Doerr C, Trautmann H. Hybridizing Target- and SHAP-encoded
    Features for Algorithm Selection in Mixed-variable Black-box Optimization. In:
    Affenzeller M, Winkler S, Kononova A, et al., eds. <i>Parallel Problem Solving
    from Nature — PPSN XVIII</i>. Springer International Publishing; 2024:1-14.'
  apa: Dietrich, K., Prager, R., Doerr, C., &#38; Trautmann, H. (2024). Hybridizing
    Target- and SHAP-encoded Features for Algorithm Selection in Mixed-variable Black-box
    Optimization. In M. Affenzeller, S. Winkler, A. Kononova, H. Trautmann, T. Tušar,
    P. Machado, &#38; T. Baeck (Eds.), <i>Parallel Problem Solving from Nature — PPSN
    XVIII</i> (pp. 1–14). Springer International Publishing.
  bibtex: '@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} }'
  chicago: 'Dietrich, K., R. Prager, C. Doerr, and Heike Trautmann. “Hybridizing Target-
    and SHAP-Encoded Features for Algorithm Selection in Mixed-Variable Black-Box
    Optimization.” In <i>Parallel Problem Solving from Nature — PPSN XVIII</i>, edited
    by M Affenzeller, S Winkler, A Kononova, H Trautmann, T Tušar, P Machado, and
    T Baeck, 1–14. Cham: Springer International Publishing, 2024.'
  ieee: K. Dietrich, R. Prager, C. Doerr, and H. Trautmann, “Hybridizing Target- and
    SHAP-encoded Features for Algorithm Selection in Mixed-variable Black-box Optimization,”
    in <i>Parallel Problem Solving from Nature — PPSN XVIII</i>, 2024, pp. 1–14.
  mla: Dietrich, K., et al. “Hybridizing Target- and SHAP-Encoded Features for Algorithm
    Selection in Mixed-Variable Black-Box Optimization.” <i>Parallel Problem Solving
    from Nature — PPSN XVIII</i>, edited by M Affenzeller et al., Springer International
    Publishing, 2024, pp. 1–14.
  short: 'K. Dietrich, R. Prager, C. Doerr, H. Trautmann, in: M. Affenzeller, S. Winkler,
    A. Kononova, H. Trautmann, T. Tušar, P. Machado, T. Baeck (Eds.), Parallel Problem
    Solving from Nature — PPSN XVIII, Springer International Publishing, Cham, 2024,
    pp. 1–14.'
date_created: 2024-06-07T04:56:32Z
date_updated: 2024-06-07T05:02:25Z
department:
- _id: '819'
editor:
- first_name: M
  full_name: Affenzeller, M
  last_name: Affenzeller
- first_name: S
  full_name: Winkler, S
  last_name: Winkler
- first_name: A
  full_name: Kononova, A
  last_name: Kononova
- first_name: H
  full_name: Trautmann, H
  last_name: Trautmann
- first_name: T
  full_name: Tušar, T
  last_name: Tušar
- first_name: P
  full_name: Machado, P
  last_name: Machado
- first_name: T
  full_name: Baeck, T
  last_name: Baeck
language:
- iso: eng
page: 1-14
place: Cham
publication: Parallel Problem Solving from Nature — PPSN XVIII
publisher: Springer International Publishing
status: public
title: Hybridizing Target- and SHAP-encoded Features for Algorithm Selection in Mixed-variable
  Black-box Optimization
type: conference
user_id: '15504'
year: '2024'
...
---
_id: '52759'
author:
- first_name: Oliver Ludger
  full_name: Preuß, Oliver Ludger
  id: '102978'
  last_name: Preuß
  orcid: 0009-0008-9308-2418
- first_name: Jeroen
  full_name: Rook, Jeroen
  last_name: Rook
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Preuß OL, Rook J, Trautmann H. On the Potential of Multi-objective Automated
    Algorithm Configuration on Multi-modal Multi-objective Optimisation Problems.
    In: <i>Applications of Evolutionary Computation</i>. Springer Nature Switzerland;
    2024. doi:<a href="https://doi.org/10.1007/978-3-031-56852-7_20">10.1007/978-3-031-56852-7_20</a>'
  apa: Preuß, O. L., Rook, J., &#38; Trautmann, H. (2024). On the Potential of Multi-objective
    Automated Algorithm Configuration on Multi-modal Multi-objective Optimisation
    Problems. In <i>Applications of Evolutionary Computation</i>. Springer Nature
    Switzerland. <a href="https://doi.org/10.1007/978-3-031-56852-7_20">https://doi.org/10.1007/978-3-031-56852-7_20</a>
  bibtex: '@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={<a href="https://doi.org/10.1007/978-3-031-56852-7_20">10.1007/978-3-031-56852-7_20</a>},
    booktitle={Applications of Evolutionary Computation}, publisher={Springer Nature
    Switzerland}, author={Preuß, Oliver Ludger and Rook, Jeroen and Trautmann, Heike},
    year={2024} }'
  chicago: 'Preuß, Oliver Ludger, Jeroen Rook, and Heike Trautmann. “On the Potential
    of Multi-Objective Automated Algorithm Configuration on Multi-Modal Multi-Objective
    Optimisation Problems.” In <i>Applications of Evolutionary Computation</i>. Cham:
    Springer Nature Switzerland, 2024. <a href="https://doi.org/10.1007/978-3-031-56852-7_20">https://doi.org/10.1007/978-3-031-56852-7_20</a>.'
  ieee: 'O. L. Preuß, J. Rook, and H. Trautmann, “On the Potential of Multi-objective
    Automated Algorithm Configuration on Multi-modal Multi-objective Optimisation
    Problems,” in <i>Applications of Evolutionary Computation</i>, Cham: Springer
    Nature Switzerland, 2024.'
  mla: Preuß, Oliver Ludger, et al. “On the Potential of Multi-Objective Automated
    Algorithm Configuration on Multi-Modal Multi-Objective Optimisation Problems.”
    <i>Applications of Evolutionary Computation</i>, Springer Nature Switzerland,
    2024, doi:<a href="https://doi.org/10.1007/978-3-031-56852-7_20">10.1007/978-3-031-56852-7_20</a>.
  short: 'O.L. Preuß, J. Rook, H. Trautmann, in: Applications of Evolutionary Computation,
    Springer Nature Switzerland, Cham, 2024.'
date_created: 2024-03-25T08:22:57Z
date_updated: 2024-06-10T11:55:38Z
department:
- _id: '819'
doi: 10.1007/978-3-031-56852-7_20
language:
- iso: eng
place: Cham
publication: Applications of Evolutionary Computation
publication_identifier:
  isbn:
  - '9783031568510'
  - '9783031568527'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: On the Potential of Multi-objective Automated Algorithm Configuration on Multi-modal
  Multi-objective Optimisation Problems
type: book_chapter
user_id: '15504'
year: '2024'
...
---
_id: '52749'
author:
- first_name: Moritz
  full_name: Seiler, Moritz
  id: '105520'
  last_name: Seiler
- first_name: Jeroen
  full_name: Rook, Jeroen
  last_name: Rook
- first_name: Jonathan
  full_name: Heins, Jonathan
  last_name: Heins
- first_name: Oliver Ludger
  full_name: Preuß, Oliver Ludger
  id: '102978'
  last_name: Preuß
  orcid: 0009-0008-9308-2418
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Seiler M, Rook J, Heins J, Preuß OL, Bossek J, Trautmann H. Using Reinforcement
    Learning for Per-Instance Algorithm Configuration on the TSP. In: <i>2023 IEEE
    Symposium Series on Computational Intelligence (SSCI)</i>. IEEE; 2024. doi:<a
    href="https://doi.org/10.1109/ssci52147.2023.10372008">10.1109/ssci52147.2023.10372008</a>'
  apa: Seiler, M., Rook, J., Heins, J., Preuß, O. L., Bossek, J., &#38; Trautmann,
    H. (2024). Using Reinforcement Learning for Per-Instance Algorithm Configuration
    on the TSP. <i>2023 IEEE Symposium Series on Computational Intelligence (SSCI)</i>.
    <a href="https://doi.org/10.1109/ssci52147.2023.10372008">https://doi.org/10.1109/ssci52147.2023.10372008</a>
  bibtex: '@inproceedings{Seiler_Rook_Heins_Preuß_Bossek_Trautmann_2024, title={Using
    Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP}, DOI={<a
    href="https://doi.org/10.1109/ssci52147.2023.10372008">10.1109/ssci52147.2023.10372008</a>},
    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} }'
  chicago: Seiler, Moritz, Jeroen Rook, Jonathan Heins, Oliver Ludger Preuß, Jakob
    Bossek, and Heike Trautmann. “Using Reinforcement Learning for Per-Instance Algorithm
    Configuration on the TSP.” In <i>2023 IEEE Symposium Series on Computational Intelligence
    (SSCI)</i>. IEEE, 2024. <a href="https://doi.org/10.1109/ssci52147.2023.10372008">https://doi.org/10.1109/ssci52147.2023.10372008</a>.
  ieee: 'M. Seiler, J. Rook, J. Heins, O. L. Preuß, J. Bossek, and H. Trautmann, “Using
    Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP,” 2024,
    doi: <a href="https://doi.org/10.1109/ssci52147.2023.10372008">10.1109/ssci52147.2023.10372008</a>.'
  mla: Seiler, Moritz, et al. “Using Reinforcement Learning for Per-Instance Algorithm
    Configuration on the TSP.” <i>2023 IEEE Symposium Series on Computational Intelligence
    (SSCI)</i>, IEEE, 2024, doi:<a href="https://doi.org/10.1109/ssci52147.2023.10372008">10.1109/ssci52147.2023.10372008</a>.
  short: 'M. Seiler, J. Rook, J. Heins, O.L. Preuß, J. Bossek, H. Trautmann, in: 2023
    IEEE Symposium Series on Computational Intelligence (SSCI), IEEE, 2024.'
date_created: 2024-03-25T08:15:01Z
date_updated: 2024-06-10T11:59:44Z
department:
- _id: '819'
doi: 10.1109/ssci52147.2023.10372008
language:
- iso: eng
publication: 2023 IEEE Symposium Series on Computational Intelligence (SSCI)
publication_status: published
publisher: IEEE
status: public
title: Using Reinforcement Learning for Per-Instance Algorithm Configuration on the
  TSP
type: conference
user_id: '15504'
year: '2024'
...
---
_id: '55649'
author:
- first_name: Jeroen
  full_name: Rook, Jeroen
  last_name: Rook
- first_name: Holger H.
  full_name: Hoos, Holger H.
  last_name: Hoos
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Rook J, Hoos HH, Trautmann H. Multi-objective Ranking using Bootstrap Resampling.
    In: Li X, Handl J, eds. <i>Proceedings of the Genetic and Evolutionary Computation
    Conference Companion, GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024</i>.
    ACM; 2024:155–158. doi:<a href="https://doi.org/10.1145/3638530.3654436">10.1145/3638530.3654436</a>'
  apa: Rook, J., Hoos, H. H., &#38; Trautmann, H. (2024). Multi-objective Ranking
    using Bootstrap Resampling. In X. Li &#38; J. Handl (Eds.), <i>Proceedings of
    the Genetic and Evolutionary Computation Conference Companion, GECCO 2024, Melbourne,
    VIC, Australia, July 14-18, 2024</i> (pp. 155–158). ACM. <a href="https://doi.org/10.1145/3638530.3654436">https://doi.org/10.1145/3638530.3654436</a>
  bibtex: '@inproceedings{Rook_Hoos_Trautmann_2024, title={Multi-objective Ranking
    using Bootstrap Resampling}, DOI={<a href="https://doi.org/10.1145/3638530.3654436">10.1145/3638530.3654436</a>},
    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} }'
  chicago: Rook, Jeroen, Holger H. Hoos, and Heike Trautmann. “Multi-Objective Ranking
    Using Bootstrap Resampling.” In <i>Proceedings of the Genetic and Evolutionary
    Computation Conference Companion, GECCO 2024, Melbourne, VIC, Australia, July
    14-18, 2024</i>, edited by Xiaodong Li and Julia Handl, 155–158. ACM, 2024. <a
    href="https://doi.org/10.1145/3638530.3654436">https://doi.org/10.1145/3638530.3654436</a>.
  ieee: 'J. Rook, H. H. Hoos, and H. Trautmann, “Multi-objective Ranking using Bootstrap
    Resampling,” in <i>Proceedings of the Genetic and Evolutionary Computation Conference
    Companion, GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024</i>, 2024,
    pp. 155–158, doi: <a href="https://doi.org/10.1145/3638530.3654436">10.1145/3638530.3654436</a>.'
  mla: Rook, Jeroen, et al. “Multi-Objective Ranking Using Bootstrap Resampling.”
    <i>Proceedings of the Genetic and Evolutionary Computation Conference Companion,
    GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024</i>, edited by Xiaodong
    Li and Julia Handl, ACM, 2024, pp. 155–158, doi:<a href="https://doi.org/10.1145/3638530.3654436">10.1145/3638530.3654436</a>.
  short: 'J. Rook, H.H. Hoos, H. Trautmann, in: X. Li, J. Handl (Eds.), Proceedings
    of the Genetic and Evolutionary Computation Conference Companion, GECCO 2024,
    Melbourne, VIC, Australia, July 14-18, 2024, ACM, 2024, pp. 155–158.'
date_created: 2024-08-19T09:34:07Z
date_updated: 2024-08-19T09:34:45Z
doi: 10.1145/3638530.3654436
editor:
- first_name: Xiaodong
  full_name: Li, Xiaodong
  last_name: Li
- first_name: Julia
  full_name: Handl, Julia
  last_name: Handl
language:
- iso: eng
page: 155–158
publication: Proceedings of the Genetic and Evolutionary Computation Conference Companion,
  GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024
publisher: ACM
status: public
title: Multi-objective Ranking using Bootstrap Resampling
type: conference
user_id: '15504'
year: '2024'
...
---
_id: '56221'
author:
- first_name: Angel E.
  full_name: Rodriguez-Fernandez, Angel E.
  last_name: Rodriguez-Fernandez
- first_name: Lennart
  full_name: Schäpermeier, Lennart
  last_name: Schäpermeier
- first_name: Carlos
  full_name: Hernández, Carlos
  last_name: Hernández
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Oliver
  full_name: Schütze, Oliver
  last_name: Schütze
citation:
  ama: Rodriguez-Fernandez AE, Schäpermeier L, Hernández C, Kerschke P, Trautmann
    H, Schütze O. Finding ϵ-Locally Optimal Solutions for Multi-Objective Multimodal
    Optimization. <i>IEEE Transactions on Evolutionary Computation</i>. Published
    online 2024:1-1. doi:<a href="https://doi.org/10.1109/TEVC.2024.3458855">10.1109/TEVC.2024.3458855</a>
  apa: Rodriguez-Fernandez, A. E., Schäpermeier, L., Hernández, C., Kerschke, P.,
    Trautmann, H., &#38; Schütze, O. (2024). Finding ϵ-Locally Optimal Solutions for
    Multi-Objective Multimodal Optimization. <i>IEEE Transactions on Evolutionary
    Computation</i>, 1–1. <a href="https://doi.org/10.1109/TEVC.2024.3458855">https://doi.org/10.1109/TEVC.2024.3458855</a>
  bibtex: '@article{Rodriguez-Fernandez_Schäpermeier_Hernández_Kerschke_Trautmann_Schütze_2024,
    title={Finding ϵ-Locally Optimal Solutions for Multi-Objective Multimodal Optimization},
    DOI={<a href="https://doi.org/10.1109/TEVC.2024.3458855">10.1109/TEVC.2024.3458855</a>},
    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} }'
  chicago: Rodriguez-Fernandez, Angel E., Lennart Schäpermeier, Carlos Hernández,
    Pascal Kerschke, Heike Trautmann, and Oliver Schütze. “Finding ϵ-Locally Optimal
    Solutions for Multi-Objective Multimodal Optimization.” <i>IEEE Transactions on
    Evolutionary Computation</i>, 2024, 1–1. <a href="https://doi.org/10.1109/TEVC.2024.3458855">https://doi.org/10.1109/TEVC.2024.3458855</a>.
  ieee: 'A. E. Rodriguez-Fernandez, L. Schäpermeier, C. Hernández, P. Kerschke, H.
    Trautmann, and O. Schütze, “Finding ϵ-Locally Optimal Solutions for Multi-Objective
    Multimodal Optimization,” <i>IEEE Transactions on Evolutionary Computation</i>,
    pp. 1–1, 2024, doi: <a href="https://doi.org/10.1109/TEVC.2024.3458855">10.1109/TEVC.2024.3458855</a>.'
  mla: Rodriguez-Fernandez, Angel E., et al. “Finding ϵ-Locally Optimal Solutions
    for Multi-Objective Multimodal Optimization.” <i>IEEE Transactions on Evolutionary
    Computation</i>, 2024, pp. 1–1, doi:<a href="https://doi.org/10.1109/TEVC.2024.3458855">10.1109/TEVC.2024.3458855</a>.
  short: A.E. Rodriguez-Fernandez, L. Schäpermeier, C. Hernández, P. Kerschke, H.
    Trautmann, O. Schütze, IEEE Transactions on Evolutionary Computation (2024) 1–1.
date_created: 2024-09-24T08:01:14Z
date_updated: 2024-09-24T08:01:47Z
doi: 10.1109/TEVC.2024.3458855
keyword:
- Optimization
- Evolutionary computation
- Approximation algorithms
- Benchmark testing
- Vectors
- Surveys
- Pareto optimization
- multi-objective optimization
- evolutionary computation
- multimodal optimization
- local solutions
language:
- iso: eng
page: 1-1
publication: IEEE Transactions on Evolutionary Computation
status: public
title: Finding ϵ-Locally Optimal Solutions for Multi-Objective Multimodal Optimization
type: journal_article
user_id: '15504'
year: '2024'
...
---
_id: '58335'
author:
- first_name: Moritz
  full_name: Seiler, Moritz
  id: '105520'
  last_name: Seiler
- first_name: Urban
  full_name: Skvorc, Urban
  id: '103764'
  last_name: Skvorc
- first_name: Carola
  full_name: Doerr, Carola
  last_name: Doerr
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Seiler M, Skvorc U, Doerr C, Trautmann H. Synergies of Deep and Classical
    Exploratory Landscape Features for Automated Algorithm Selection. In: Festa P,
    Ferone D, Pastore T, Pisacane O, eds. <i>Learning and Intelligent Optimization
    - 18th International Conference, LION 18, Ischia Island, Italy, June 9-13, 2024,
    Revised Selected Papers</i>. Vol 14990. Lecture Notes in Computer Science. Springer;
    2024:361–376. doi:<a href="https://doi.org/10.1007/978-3-031-75623-8_29">10.1007/978-3-031-75623-8_29</a>'
  apa: Seiler, M., Skvorc, U., Doerr, C., &#38; Trautmann, H. (2024). Synergies of
    Deep and Classical Exploratory Landscape Features for Automated Algorithm Selection.
    In P. Festa, D. Ferone, T. Pastore, &#38; O. Pisacane (Eds.), <i>Learning and
    Intelligent Optimization - 18th International Conference, LION 18, Ischia Island,
    Italy, June 9-13, 2024, Revised Selected Papers</i> (Vol. 14990, pp. 361–376).
    Springer. <a href="https://doi.org/10.1007/978-3-031-75623-8_29">https://doi.org/10.1007/978-3-031-75623-8_29</a>
  bibtex: '@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={<a href="https://doi.org/10.1007/978-3-031-75623-8_29">10.1007/978-3-031-75623-8_29</a>},
    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} }'
  chicago: Seiler, Moritz, Urban Skvorc, Carola Doerr, and Heike Trautmann. “Synergies
    of Deep and Classical Exploratory Landscape Features for Automated Algorithm Selection.”
    In <i>Learning and Intelligent Optimization - 18th International Conference, LION
    18, Ischia Island, Italy, June 9-13, 2024, Revised Selected Papers</i>, edited
    by Paola Festa, Daniele Ferone, Tommaso Pastore, and Ornella Pisacane, 14990:361–376.
    Lecture Notes in Computer Science. Springer, 2024. <a href="https://doi.org/10.1007/978-3-031-75623-8_29">https://doi.org/10.1007/978-3-031-75623-8_29</a>.
  ieee: 'M. Seiler, U. Skvorc, C. Doerr, and H. Trautmann, “Synergies of Deep and
    Classical Exploratory Landscape Features for Automated Algorithm Selection,” in
    <i>Learning and Intelligent Optimization - 18th International Conference, LION
    18, Ischia Island, Italy, June 9-13, 2024, Revised Selected Papers</i>, 2024,
    vol. 14990, pp. 361–376, doi: <a href="https://doi.org/10.1007/978-3-031-75623-8_29">10.1007/978-3-031-75623-8_29</a>.'
  mla: Seiler, Moritz, et al. “Synergies of Deep and Classical Exploratory Landscape
    Features for Automated Algorithm Selection.” <i>Learning and Intelligent Optimization
    - 18th International Conference, LION 18, Ischia Island, Italy, June 9-13, 2024,
    Revised Selected Papers</i>, edited by Paola Festa et al., vol. 14990, Springer,
    2024, pp. 361–376, doi:<a href="https://doi.org/10.1007/978-3-031-75623-8_29">10.1007/978-3-031-75623-8_29</a>.
  short: 'M. Seiler, U. Skvorc, C. Doerr, H. Trautmann, in: P. Festa, D. Ferone, T.
    Pastore, O. Pisacane (Eds.), Learning and Intelligent Optimization - 18th International
    Conference, LION 18, Ischia Island, Italy, June 9-13, 2024, Revised Selected Papers,
    Springer, 2024, pp. 361–376.'
date_created: 2025-01-23T12:39:37Z
date_updated: 2025-01-23T12:40:32Z
department:
- _id: '819'
doi: 10.1007/978-3-031-75623-8_29
editor:
- first_name: Paola
  full_name: Festa, Paola
  last_name: Festa
- first_name: Daniele
  full_name: Ferone, Daniele
  last_name: Ferone
- first_name: Tommaso
  full_name: Pastore, Tommaso
  last_name: Pastore
- first_name: Ornella
  full_name: Pisacane, Ornella
  last_name: Pisacane
intvolume: '     14990'
language:
- iso: eng
page: 361–376
publication: Learning and Intelligent Optimization - 18th International Conference,
  LION 18, Ischia Island, Italy, June 9-13, 2024, Revised Selected Papers
publisher: Springer
series_title: Lecture Notes in Computer Science
status: public
title: Synergies of Deep and Classical Exploratory Landscape Features for Automated
  Algorithm Selection
type: conference
user_id: '15504'
volume: 14990
year: '2024'
...
---
_id: '58338'
citation:
  ama: Affenzeller M, Winkler SM, Kononova AV, et al., eds. <i>Parallel Problem Solving
    from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg,
    Austria, September 14-18, 2024, Proceedings, Part III</i>. Vol 15150. Springer;
    2024. doi:<a href="https://doi.org/10.1007/978-3-031-70071-2">10.1007/978-3-031-70071-2</a>
  apa: Affenzeller, M., Winkler, S. M., Kononova, A. V., Trautmann, H., Tusar, T.,
    Machado, P., &#38; Bäck, T. (Eds.). (2024). <i>Parallel Problem Solving from Nature
    - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September
    14-18, 2024, Proceedings, Part III</i> (Vol. 15150). Springer. <a href="https://doi.org/10.1007/978-3-031-70071-2">https://doi.org/10.1007/978-3-031-70071-2</a>
  bibtex: '@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={<a href="https://doi.org/10.1007/978-3-031-70071-2">10.1007/978-3-031-70071-2</a>},
    publisher={Springer}, year={2024}, collection={Lecture Notes in Computer Science}
    }'
  chicago: Affenzeller, Michael, Stephan M. Winkler, Anna V. Kononova, Heike Trautmann,
    Tea Tusar, Penousal Machado, and Thomas Bäck, eds. <i>Parallel Problem Solving
    from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg,
    Austria, September 14-18, 2024, Proceedings, Part III</i>. Vol. 15150. Lecture
    Notes in Computer Science. Springer, 2024. <a href="https://doi.org/10.1007/978-3-031-70071-2">https://doi.org/10.1007/978-3-031-70071-2</a>.
  ieee: M. Affenzeller <i>et al.</i>, Eds., <i>Parallel Problem Solving from Nature
    - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September
    14-18, 2024, Proceedings, Part III</i>, vol. 15150. Springer, 2024.
  mla: Affenzeller, Michael, et al., editors. <i>Parallel Problem Solving from Nature
    - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September
    14-18, 2024, Proceedings, Part III</i>. Springer, 2024, doi:<a href="https://doi.org/10.1007/978-3-031-70071-2">10.1007/978-3-031-70071-2</a>.
  short: M. Affenzeller, S.M. Winkler, A.V. Kononova, H. Trautmann, T. Tusar, P. Machado,
    T. Bäck, eds., Parallel Problem Solving from Nature - PPSN XVIII - 18th International
    Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings,
    Part III, Springer, 2024.
date_created: 2025-01-23T12:42:54Z
date_updated: 2025-01-23T12:44:21Z
department:
- _id: '819'
doi: 10.1007/978-3-031-70071-2
editor:
- first_name: Michael
  full_name: Affenzeller, Michael
  last_name: Affenzeller
- first_name: Stephan M.
  full_name: Winkler, Stephan M.
  last_name: Winkler
- first_name: Anna V.
  full_name: Kononova, Anna V.
  last_name: Kononova
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Tea
  full_name: Tusar, Tea
  last_name: Tusar
- first_name: Penousal
  full_name: Machado, Penousal
  last_name: Machado
- first_name: Thomas
  full_name: Bäck, Thomas
  last_name: Bäck
intvolume: '     15150'
language:
- iso: eng
publication_identifier:
  isbn:
  - 978-3-031-70070-5
publisher: Springer
series_title: Lecture Notes in Computer Science
status: public
title: Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference,
  PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part III
type: conference_editor
user_id: '15504'
volume: 15150
year: '2024'
...
