Common pitfalls to avoid while using multiobjective optimization in machine learning
J. Akhter, P.D. Fährmann, K. Sonntag, S. Peitz, SIAM Review 68 (2026) 656–683.
Download (ext.)
Journal Article
| English
Author
Akhter, JunaidLibreCat;
Fährmann, Paul David;
Sonntag, KonstantinLibreCat 
;
Peitz, SebastianLibreCat
;
Peitz, SebastianLibreCat Department
Publishing Year
Journal Title
SIAM Review
Volume
68
Issue
3
Page
656-683
LibreCat-ID
Cite this
Akhter J, Fährmann PD, Sonntag K, Peitz S. Common pitfalls to avoid while using multiobjective optimization in machine learning. SIAM Review. 2026;68(3):656-683. doi:10.1137/24M1658875
Akhter, J., Fährmann, P. D., Sonntag, K., & Peitz, S. (2026). Common pitfalls to avoid while using multiobjective optimization in machine learning. SIAM Review, 68(3), 656–683. https://doi.org/10.1137/24M1658875
@article{Akhter_Fährmann_Sonntag_Peitz_2026, title={Common pitfalls to avoid while using multiobjective optimization in machine learning}, volume={68}, DOI={10.1137/24M1658875}, number={3}, journal={SIAM Review}, publisher={SIAM}, author={Akhter, Junaid and Fährmann, Paul David and Sonntag, Konstantin and Peitz, Sebastian}, year={2026}, pages={656–683} }
Akhter, Junaid, Paul David Fährmann, Konstantin Sonntag, and Sebastian Peitz. “Common Pitfalls to Avoid While Using Multiobjective Optimization in Machine Learning.” SIAM Review 68, no. 3 (2026): 656–83. https://doi.org/10.1137/24M1658875.
J. Akhter, P. D. Fährmann, K. Sonntag, and S. Peitz, “Common pitfalls to avoid while using multiobjective optimization in machine learning,” SIAM Review, vol. 68, no. 3, pp. 656–683, 2026, doi: 10.1137/24M1658875.
Akhter, Junaid, et al. “Common Pitfalls to Avoid While Using Multiobjective Optimization in Machine Learning.” SIAM Review, vol. 68, no. 3, SIAM, 2026, pp. 656–83, doi:10.1137/24M1658875.
All files available under the following license(s):
Copyright Statement:
This Item is protected by copyright and/or related rights. [...]
Link(s) to Main File(s)
Access Level
Closed Access
Google Scholar