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Werner Zellinger
Werner Zellinger
Institute for Machine Learning, Johannes Kepler University Linz
Verified email at ai-lab.jku.at - Homepage
Title
Cited by
Cited by
Year
Central moment discrepancy (CMD) for domain-invariant representation learning
W Zellinger, T Grubinger, E Lughofer, T Natschläger, S Saminger-Platz
International Conference on Learning Representations (ICLR), 2017
8542017
Wild patterns reloaded: A survey of machine learning security against training data poisoning
AE Cinà, K Grosse, A Demontis, S Vascon, W Zellinger, BA Moser, ...
ACM Computing Surveys, 2023
2322023
Robust unsupervised domain adaptation for neural networks via moment alignment
W Zellinger, BA Moser, T Grubinger, E Lughofer, T Natschläger, ...
Information Sciences 483, 174-191, 2019
1262019
Domain-invariant partial least squares regression
R Nikzad-Langerodi, W Zellinger, E Lughofer, S Saminger-Platz
Analytical chemistry, 6693-6701, 2018
1122018
AI system engineering—key challenges and lessons learned
L Fischer, L Ehrlinger, V Geist, R Ramler, F Sobiezky, W Zellinger, ...
Machine Learning and Knowledge Extraction 3 (1), 56-83, 2020
1002020
Domain adaptation for regression under Beer–Lambert’s law
R Nikzad-Langerodi, W Zellinger, S Saminger-Platz, BA Moser
Knowledge-Based Systems, 106447, 2020
832020
Mixture density generative adversarial networks
H Eghbal-zadeh, W Zellinger, G Widmer
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 5820-5829, 2019
532019
SymbolicAI: A framework for logic-based approaches combining generative models and solvers
MC Dinu, C Leoveanu-Condrei, M Holzleitner, W Zellinger, S Hochreiter
Conference on Lifelong Learning Agents (CoLLAs), 2024
362024
Multi-source transfer learning of time series in cyclical manufacturing
W Zellinger, T Grubinger, M Zwick, E Lughofer, H Schöner, T Natschläger, ...
Journal of Intelligent Manufacturing 31, 777-787, 2020
362020
Beyond federated learning: On confidentiality-critical machine learning applications in industry
W Zellinger, V Wieser, M Kumar, D Brunner, N Shepeleva, R Gálvez, ...
Procedia Computer Science 180, 734-743, 2021
332021
On a regularization of unsupervised domain adaptation in RKHS
ER Gizewski, L Mayer, BA Moser, DH Nguyen, S Pereverzyev Jr, ...
Applied and Computational Harmonic Analysis 57, 201-227, 2022
302022
Applying AI in practice: key challenges and lessons learned
L Fischer, L Ehrlinger, V Geist, R Ramler, F Sobieczky, W Zellinger, ...
International Cross-Domain Conference for Machine Learning and Knowledge …, 2020
242020
Addressing parameter choice issues in unsupervised domain adaptation by aggregation
MC Dinu, M Holzleitner, M Beck, HD Nguyen, A Huber, H Eghbal-zadeh, ...
International Conference on Learning Representations (ICLR, oral talk), 2023
222023
Rethinking data augmentation for adversarial robustness
H Eghbal-zadeh, W Zellinger, M Pintor, K Grosse, K Koutini, BA Moser, ...
Information Sciences 654, 119838, 2024
182024
On generalization in moment-based domain adaptation
W Zellinger, BA Moser, S Saminger-Platz
Annals of Mathematics and Artificial Intelligence 89, 333-369, 2021
18*2021
The balancing principle for parameter choice in distance-regularized domain adaptation
W Zellinger, N Shepeleva, MC Dinu, H Eghbal-zadeh, H Nguyen, ...
Advances in Neural Information Processing Systems (NeurIPS) 34, 2021
162021
Domain-invariant regression under Beer-Lambert's law
R Nikzad-Langerodi, W Zellinger, S Saminger-Platz, B Moser
IEEE ICMLA, 581-586, 2019
162019
On data augmentation and adversarial risk: An empirical analysis
H Eghbal-zadeh, K Koutini, P Primus, V Haunschmid, M Lewandowski, ...
ICLR Workshop Towards Trustworthy Machine Learning, 2020
132020
Few-shot learning by dimensionality reduction in gradient space
M Gauch, M Beck, T Adler, D Kotsur, S Fiel, H Eghbal-zadeh, ...
Conference on Lifelong Learning Agents (CoLLAs), 2022
122022
On regularized Radon-Nikodym differentiation
DH Nguyen, W Zellinger, SV Pereverzyev
Journal of Machine Learning Research 25 (266), 1-24, 2024
102024
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Articles 1–20