Konstantin Sonntag
Lehrstuhl für Angewandte Mathematik
Institut für Industriemathematik
Data Science for Engineering
konstantin.sonntag@uni-paderborn.deID
10 Publications
2026 | Journal Article | LibreCat-ID: 53858 | 
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.
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2026 | Conference Paper | LibreCat-ID: 67303 |
Amakor, Augustina Chidinma, et al. “Interactive Pareto Navigation for Deep Multi-Task Learning.” European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2026, pp. 652–68, doi:10.1007/978-3-032-37667-1_37.
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2025 | Journal Article | LibreCat-ID: 57472 |
Bot, Radu Ioan, and Konstantin Sonntag. “Inertial Dynamics with Vanishing Tikhonov Regularization for Multobjective Optimization.” Journal of Mathematical Analysis and Applications, 2025.
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| arXiv
2025 | Dissertation | LibreCat-ID: 62750 |
Sonntag, Konstantin. First-Order Methods and Gradient Dynamical Systems for Multiobjective Optimization. Paderborn University, 2025, doi:10.17619/UNIPB/1-2457.
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2025 | Journal Article | LibreCat-ID: 51159
Amakor, Augustina Chidinma, et al. “A Multiobjective Continuation Method to Compute the Regularization Path of Deep Neural Networks.” Machine Learning with Applications, vol. 19, 100625, Elsevier, 2025, doi:10.1016/j.mlwa.2025.100625.
LibreCat
| Files available
| DOI
2024 | Journal Article | LibreCat-ID: 46019 |
Sonntag, Konstantin, and Sebastian Peitz. “Fast Multiobjective Gradient Methods with Nesterov Acceleration via Inertial Gradient-Like Systems.” Journal of Optimization Theory and Applications, Springer, 2024, doi:10.1007/s10957-024-02389-3.
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2024 | Journal Article | LibreCat-ID: 32447
Sonntag, Konstantin, and Sebastian Peitz. “Fast Convergence of Inertial Multiobjective Gradient-Like Systems with Asymptotic Vanishing Damping.” SIAM Journal on Optimization, vol. 34, no. 3, Society for Industrial and Applied Mathematics, 2024, pp. 2259–86, doi:10.1137/23M1588512.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 51334 |
Sonntag, Konstantin, et al. “A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces.” Journal of Optimization Theory and Applications, vol. 203, 2024, pp. 455–87, doi:10.1007/s10957-024-02520-4.
LibreCat
| DOI
| Download (ext.)
| arXiv
2024 | Book Chapter | LibreCat-ID: 46578 |
Bernreuther, Marco, et al. “Multiobjective Optimization of Non-Smooth PDE-Constrained Problems.” DFG Priority Programme 1962, Birkhäuser, 2024.
LibreCat
| Download (ext.)
| arXiv
2024 | Preprint | LibreCat-ID: 67320
Berkemeier, Manuel, et al. “New Nonlinear Conjugate Gradient Methods with Guaranteed Descent for Multi-Objective Optimization.” Optimizaton Online, 2024.
LibreCat
10 Publications
2026 | Journal Article | LibreCat-ID: 53858 |
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.
LibreCat
| DOI
| Download (ext.)
2026 | Conference Paper | LibreCat-ID: 67303 |
Amakor, Augustina Chidinma, et al. “Interactive Pareto Navigation for Deep Multi-Task Learning.” European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2026, pp. 652–68, doi:10.1007/978-3-032-37667-1_37.
LibreCat
| DOI
| Download (ext.)
2025 | Journal Article | LibreCat-ID: 57472 |
Bot, Radu Ioan, and Konstantin Sonntag. “Inertial Dynamics with Vanishing Tikhonov Regularization for Multobjective Optimization.” Journal of Mathematical Analysis and Applications, 2025.
LibreCat
| Files available
| Download (ext.)
| arXiv
2025 | Dissertation | LibreCat-ID: 62750 |
Sonntag, Konstantin. First-Order Methods and Gradient Dynamical Systems for Multiobjective Optimization. Paderborn University, 2025, doi:10.17619/UNIPB/1-2457.
LibreCat
| DOI
| Download (ext.)
2025 | Journal Article | LibreCat-ID: 51159
Amakor, Augustina Chidinma, et al. “A Multiobjective Continuation Method to Compute the Regularization Path of Deep Neural Networks.” Machine Learning with Applications, vol. 19, 100625, Elsevier, 2025, doi:10.1016/j.mlwa.2025.100625.
LibreCat
| Files available
| DOI
2024 | Journal Article | LibreCat-ID: 46019 |
Sonntag, Konstantin, and Sebastian Peitz. “Fast Multiobjective Gradient Methods with Nesterov Acceleration via Inertial Gradient-Like Systems.” Journal of Optimization Theory and Applications, Springer, 2024, doi:10.1007/s10957-024-02389-3.
LibreCat
| DOI
| Download (ext.)
2024 | Journal Article | LibreCat-ID: 32447
Sonntag, Konstantin, and Sebastian Peitz. “Fast Convergence of Inertial Multiobjective Gradient-Like Systems with Asymptotic Vanishing Damping.” SIAM Journal on Optimization, vol. 34, no. 3, Society for Industrial and Applied Mathematics, 2024, pp. 2259–86, doi:10.1137/23M1588512.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 51334 |
Sonntag, Konstantin, et al. “A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces.” Journal of Optimization Theory and Applications, vol. 203, 2024, pp. 455–87, doi:10.1007/s10957-024-02520-4.
LibreCat
| DOI
| Download (ext.)
| arXiv
2024 | Book Chapter | LibreCat-ID: 46578 |
Bernreuther, Marco, et al. “Multiobjective Optimization of Non-Smooth PDE-Constrained Problems.” DFG Priority Programme 1962, Birkhäuser, 2024.
LibreCat
| Download (ext.)
| arXiv
2024 | Preprint | LibreCat-ID: 67320
Berkemeier, Manuel, et al. “New Nonlinear Conjugate Gradient Methods with Guaranteed Descent for Multi-Objective Optimization.” Optimizaton Online, 2024.
LibreCat