---
_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. Evolutionary Multi-Criterion Optimization - 13th International
Conference, EMO 2025, Canberra, ACT, Australia, March 4-7, 2025, Proceedings,
Part I. Vol 15512. Lecture Notes in Computer Science. Springer; 2025:242–256.
doi:10.1007/978-981-96-3506-1_17'
apa: 'Vermetten, D., Rook, J., Preuß, O. L., de Nobel, J., Doerr, C., López-Ibáñez,
M., Trautmann, H., & 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, & A. Oyama (Eds.), Evolutionary Multi-Criterion
Optimization - 13th International Conference, EMO 2025, Canberra, ACT, Australia,
March 4-7, 2025, Proceedings, Part I (Vol. 15512, pp. 242–256). Springer.
https://doi.org/10.1007/978-981-96-3506-1_17'
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={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} }'
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 Evolutionary
Multi-Criterion Optimization - 13th International Conference, EMO 2025, Canberra,
ACT, Australia, March 4-7, 2025, Proceedings, Part 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.
https://doi.org/10.1007/978-981-96-3506-1_17.'
ieee: 'D. Vermetten et al., “MO-IOHinspector: Anytime Benchmarking of Multi-objective
Algorithms Using IOHprofiler,” in Evolutionary Multi-Criterion Optimization
- 13th International Conference, EMO 2025, Canberra, ACT, Australia, March 4-7,
2025, Proceedings, Part I, 2025, vol. 15512, pp. 242–256, doi: 10.1007/978-981-96-3506-1_17.'
mla: 'Vermetten, Diederick, et al. “MO-IOHinspector: Anytime Benchmarking of Multi-Objective
Algorithms Using IOHprofiler.” Evolutionary Multi-Criterion Optimization -
13th International Conference, EMO 2025, Canberra, ACT, Australia, March 4-7,
2025, Proceedings, Part I, edited by Hemant K. Singh et al., vol. 15512, Springer,
2025, pp. 242–256, doi:10.1007/978-981-96-3506-1_17.'
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: '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. Proceedings of the Genetic and Evolutionary Computation
Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025.
ACM; 2025:76–84. doi:10.1145/3712256.3726478'
apa: 'Seiler, M., Preuß, O. L., & 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.), Proceedings of the Genetic
and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga,
Spain, July 14-18, 2025 (pp. 76–84). ACM. https://doi.org/10.1145/3712256.3726478'
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={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} }'
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 Proceedings of the Genetic and
Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain,
July 14-18, 2025, edited by Bogdan Filipic, 76–84. ACM, 2025. https://doi.org/10.1145/3712256.3726478.'
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 Proceedings of the Genetic and Evolutionary Computation Conference,
GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025, 2025, pp. 76–84,
doi: 10.1145/3712256.3726478.'
mla: 'Seiler, Moritz, et al. “RandOptGen: A Unified Random Problem Generator for
Single- and Multi-Objective Optimization Problems with Mixed-Variable Input Spaces.”
Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025,
NH Malaga Hotel, Malaga, Spain, July 14-18, 2025, edited by Bogdan Filipic,
ACM, 2025, pp. 76–84, doi:10.1145/3712256.3726478.'
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. Proceedings of the Genetic and Evolutionary Computation Conference,
GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025. ACM; 2025:58–66.
doi:10.1145/3712256.3726481'
apa: Preuß, O. L., Mensendiek, C., Rook, J., Bossek, J., & Trautmann, H. (2025).
Automated Algorithm Configuration and Systematic Benchmarking for Heterogeneous
MNK-Landscapes. In B. Filipic (Ed.), Proceedings of the Genetic and Evolutionary
Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18,
2025 (pp. 58–66). ACM. https://doi.org/10.1145/3712256.3726481
bibtex: '@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}
}'
chicago: Preuß, Oliver Ludger, Carolin Mensendiek, Jeroen Rook, Jakob Bossek, and
Heike Trautmann. “Automated Algorithm Configuration and Systematic Benchmarking
for Heterogeneous MNK-Landscapes.” In Proceedings of the Genetic and Evolutionary
Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18,
2025, edited by Bogdan Filipic, 58–66. ACM, 2025. https://doi.org/10.1145/3712256.3726481.
ieee: 'O. L. Preuß, C. Mensendiek, J. Rook, J. Bossek, and H. Trautmann, “Automated
Algorithm Configuration and Systematic Benchmarking for Heterogeneous MNK-Landscapes,”
in Proceedings of the Genetic and Evolutionary Computation Conference, GECCO
2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025, 2025, pp. 58–66, doi:
10.1145/3712256.3726481.'
mla: Preuß, Oliver Ludger, et al. “Automated Algorithm Configuration and Systematic
Benchmarking for Heterogeneous MNK-Landscapes.” Proceedings of the Genetic
and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga,
Spain, July 14-18, 2025, edited by Bogdan Filipic, ACM, 2025, pp. 58–66, doi:10.1145/3712256.3726481.
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: '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: Applications of Evolutionary Computation. Springer Nature Switzerland;
2024. doi:10.1007/978-3-031-56852-7_20'
apa: Preuß, O. L., Rook, J., & Trautmann, H. (2024). On the Potential of Multi-objective
Automated Algorithm Configuration on Multi-modal Multi-objective Optimisation
Problems. In Applications of Evolutionary Computation. Springer Nature
Switzerland. https://doi.org/10.1007/978-3-031-56852-7_20
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={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} }'
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 Applications of Evolutionary Computation. Cham:
Springer Nature Switzerland, 2024. https://doi.org/10.1007/978-3-031-56852-7_20.'
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 Applications of Evolutionary Computation, 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.”
Applications of Evolutionary Computation, Springer Nature Switzerland,
2024, doi:10.1007/978-3-031-56852-7_20.
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: 2023 IEEE
Symposium Series on Computational Intelligence (SSCI). IEEE; 2024. doi:10.1109/ssci52147.2023.10372008'
apa: Seiler, M., Rook, J., Heins, J., Preuß, O. L., Bossek, J., & Trautmann,
H. (2024). Using Reinforcement Learning for Per-Instance Algorithm Configuration
on the TSP. 2023 IEEE Symposium Series on Computational Intelligence (SSCI).
https://doi.org/10.1109/ssci52147.2023.10372008
bibtex: '@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} }'
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 2023 IEEE Symposium Series on Computational Intelligence
(SSCI). IEEE, 2024. https://doi.org/10.1109/ssci52147.2023.10372008.
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: 10.1109/ssci52147.2023.10372008.'
mla: Seiler, Moritz, et al. “Using Reinforcement Learning for Per-Instance Algorithm
Configuration on the TSP.” 2023 IEEE Symposium Series on Computational Intelligence
(SSCI), IEEE, 2024, doi:10.1109/ssci52147.2023.10372008.
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: '60131'
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
id: '102977'
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: Smith SL, Correia J, Cintrano C, eds. Applications of Evolutionary Computation
- 27th European Conference, EvoApplications 2024, Held as Part of EvoStar 2024,
Aberystwyth, UK, April 3-5, 2024, Proceedings, Part I. Vol 14634. Lecture
Notes in Computer Science. Springer; 2024:305–321. doi:10.1007/978-3-031-56852-7_20'
apa: Preuß, O. L., Rook, J., & Trautmann, H. (2024). On the Potential of Multi-objective
Automated Algorithm Configuration on Multi-modal Multi-objective Optimisation
Problems. In S. L. Smith, J. Correia, & C. Cintrano (Eds.), Applications
of Evolutionary Computation - 27th European Conference, EvoApplications 2024,
Held as Part of EvoStar 2024, Aberystwyth, UK, April 3-5, 2024, Proceedings, Part
I (Vol. 14634, pp. 305–321). Springer. https://doi.org/10.1007/978-3-031-56852-7_20
bibtex: '@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} }'
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 Applications of Evolutionary Computation - 27th
European Conference, EvoApplications 2024, Held as Part of EvoStar 2024, Aberystwyth,
UK, April 3-5, 2024, Proceedings, Part I, edited by Stephen L. Smith, João
Correia, and Christian Cintrano, 14634:305–321. Lecture Notes in Computer Science.
Springer, 2024. https://doi.org/10.1007/978-3-031-56852-7_20.
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 Applications of Evolutionary Computation - 27th European Conference,
EvoApplications 2024, Held as Part of EvoStar 2024, Aberystwyth, UK, April 3-5,
2024, Proceedings, Part I, 2024, vol. 14634, pp. 305–321, doi: 10.1007/978-3-031-56852-7_20.'
mla: Preuß, Oliver Ludger, et al. “On the Potential of Multi-Objective Automated
Algorithm Configuration on Multi-Modal Multi-Objective Optimisation Problems.”
Applications of Evolutionary Computation - 27th European Conference, EvoApplications
2024, Held as Part of EvoStar 2024, Aberystwyth, UK, April 3-5, 2024, Proceedings,
Part I, edited by Stephen L. Smith et al., vol. 14634, Springer, 2024, pp.
305–321, doi:10.1007/978-3-031-56852-7_20.
short: 'O.L. Preuß, J. Rook, H. Trautmann, in: S.L. Smith, J. Correia, C. Cintrano
(Eds.), Applications of Evolutionary Computation - 27th European Conference, EvoApplications
2024, Held as Part of EvoStar 2024, Aberystwyth, UK, April 3-5, 2024, Proceedings,
Part I, Springer, 2024, pp. 305–321.'
date_created: 2025-06-04T12:47:35Z
date_updated: 2025-06-05T06:01:02Z
doi: 10.1007/978-3-031-56852-7_20
editor:
- first_name: Stephen L.
full_name: Smith, Stephen L.
last_name: Smith
- first_name: João
full_name: Correia, João
last_name: Correia
- first_name: Christian
full_name: Cintrano, Christian
last_name: Cintrano
intvolume: ' 14634'
language:
- iso: eng
page: 305–321
publication: 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
series_title: Lecture Notes in Computer Science
status: public
title: On the Potential of Multi-objective Automated Algorithm Configuration on Multi-modal
Multi-objective Optimisation Problems
type: conference
user_id: '15504'
volume: 14634
year: '2024'
...
---
_id: '48898'
abstract:
- lang: eng
text: 'Automated Algorithm Configuration (AAC) usually takes a global perspective:
it identifies a parameter configuration for an (optimization) algorithm that maximizes
a performance metric over a set of instances. However, the optimal choice of parameters
strongly depends on the instance at hand and should thus be calculated on a per-instance
basis. We explore the potential of Per-Instance Algorithm Configuration (PIAC)
by using Reinforcement Learning (RL). To this end, we propose a novel PIAC approach
that is based on deep neural networks. We apply it to predict configurations for
the Lin\textendash Kernighan heuristic (LKH) for the Traveling Salesperson Problem
(TSP) individually for every single instance. To train our PIAC approach, we create
a large set of 100000 TSP instances with 2000 nodes each \textemdash currently
the largest benchmark set to the best of our knowledge. We compare our approach
to the state-of-the-art AAC method Sequential Model-based Algorithm Configuration
(SMAC). The results show that our PIAC approach outperforms this baseline on both
the newly created instance set and established instance sets.'
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: 2023 IEEE
Symposium Series on Computational Intelligence (SSCI). ; :361-368. doi:10.1109/SSCI52147.2023.10372008'
apa: Seiler, M., Rook, J., Heins, J., Preuß, O. L., Bossek, J., & Trautmann,
H. (n.d.). Using Reinforcement Learning for Per-Instance Algorithm Configuration
on the TSP. 2023 IEEE Symposium Series on Computational Intelligence (SSCI),
361–368. https://doi.org/10.1109/SSCI52147.2023.10372008
bibtex: '@inproceedings{Seiler_Rook_Heins_Preuß_Bossek_Trautmann, 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)}, author={Seiler,
Moritz and Rook, Jeroen and Heins, Jonathan and Preuß, Oliver Ludger and Bossek,
Jakob and Trautmann, Heike}, pages={361–368} }'
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 2023 IEEE Symposium Series on Computational Intelligence
(SSCI), 361–68, n.d. https://doi.org/10.1109/SSCI52147.2023.10372008.
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,” in
2023 IEEE Symposium Series on Computational Intelligence (SSCI), pp. 361–368,
doi: 10.1109/SSCI52147.2023.10372008.'
mla: Seiler, Moritz, et al. “Using Reinforcement Learning for Per-Instance Algorithm
Configuration on the TSP.” 2023 IEEE Symposium Series on Computational Intelligence
(SSCI), pp. 361–68, doi:10.1109/SSCI52147.2023.10372008.
short: 'M. Seiler, J. Rook, J. Heins, O.L. Preuß, J. Bossek, H. Trautmann, in: 2023
IEEE Symposium Series on Computational Intelligence (SSCI), n.d., pp. 361–368.'
date_created: 2023-11-14T15:59:01Z
date_updated: 2024-06-10T11:56:58Z
department:
- _id: '819'
doi: 10.1109/SSCI52147.2023.10372008
extern: '1'
language:
- iso: eng
page: 361 - 368
publication: 2023 IEEE Symposium Series on Computational Intelligence (SSCI)
publication_status: accepted
status: public
title: Using Reinforcement Learning for Per-Instance Algorithm Configuration on the
TSP
type: conference
user_id: '15504'
year: '2023'
...