Werner Zellinger
Research Scientist
Inverse Problems and Mathematical Imaging
Contact
Email: Werner.Zellinger(at)ricam.oeaw.ac.at
Telephone: 0043 732 2468 5218
Publications
Journal Publication (5)
- Holzleitner, Markus; Pereverzyev, Sergei V.; Zellinger, Werner (2024) Domain Generalization by Functional Regression. Numerical Functional Analysis and Optimization.
- Zellinger, Werner; Kindermann, Stefan; Sergei, Pereverzyev (2023) Adaptive learning of density ratios in RKHS. Journal of Machine Learning Research, Bd. 24 (1004), S. 1-28.
- Eghbal-zadeh, Hamid; Zellinger, Werner; Pintor, Maura; Grosse, Kathrin; Koutini, Khaled et al. [..] (2023) Rethinking data augmentation for adversarial robustness. Information Sciences (654), S. 119838.
- Kindermann, Stefan; Zellinger, Werner (2023) A short-term rational Krylov method for linear inverse problems. Electronic Transactions on Numerical Analysis, Bd. 60, S. 327-350.
- Elke R. Gizewski, Lukas Mayer, Bernhard A. Moser, Duc Hoan Nguyen, Sergiy Pereverzyev Jr., Sergei V. Pereverzyev, Natalia Shepeleva, Werner Zellinger (2022) On a regularization of unsupervised domain adaptation in RKHS. Applied and Computational Harmonic Analysis, Bd. 57, S. 201-227.
Conference Contribution: Publication in Proceedings (5)
- Gruber, Lukas; Holzleitner, Markus; Lehner, Johannes; Hochreiter, Sepp; Zellinger, Werner (2024) Overcoming Saturation in Density Ratio Estimation by Iterated Regularization. (International Conference on Machine Learning).
- Marius-Constantin Dinu, Markus Holzleitner, Maximilian Beck, Hoan Duc Nguyen, Andrea Huber, Hamid Eghbal-zadeh, Bernhard A. Moser, Sergei Pereverzyev, Sepp Hochreiter, Werner Zellinger (2023) Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by Aggregation. (ICLR 2023, The Eleventh International Conference on Learning Representations).
- Gauch, Martin; Beck, Maximilian; Adler, Thomas; Kotsur, Dmytro; Fiel, Stefan et al. [..] (2022) Few-Shot Learning by Dimensionality Reduction in Gradient Space. (Conference on Lifelong Learning Agents).
- Moser, Bernhard A.; Lewandowski, Michal; Kargaran, Somayeh; Zellinger, Werner; Biggio, Battista et al. [..] (2022) Tessellation-Filtering ReLU Neural Networks., International Joint Conference on Artificial Intelligence (IJCAI 2022); Wien, S. 3335-3341.
- Werner Zellinger, Natalia Shepeleva, Marius-Constantin Dinu, Hamid Eghbal-zadeh, Hoan Duc Nguyen, Bernhard Nessler, Sergei Pereverzyev, Bernhard A. Moser (2021) The balancing principle for parameter choice in distance-regularized domain adaptation. (NeurIPS 2021, Thirty-fifth Conference on Neural Information Processing Systems).
Research Report (2)
- Nguyen, Duc Hoan; Zellinger, Werner; Pereverzyev, Sergei V. (2023) On regularized Radon-Nikodym differentiation. Bericht-Nr. 2023-13; RICAM:.
- Moser, Bernhard A.; Lewandowski, Michal; Kargaran, Somayeh; Zellinger, Werner; Biggio, Battista et al. [..] (2022) Tessellation-Filtering ReLU Neural Networks. Bericht-Nr. 2022-22; RICAM: Linz.