Werner Zellinger

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 40

Top Topics

Domain Adaptation

Stereoscopic Images

Top Venues

Ann. Math. Artif. Intell.

Publications

Werner Zellinger
Binary Losses for Density Ratio Estimation. CoRR (2024)
Hamid Eghbal-zadeh, Werner Zellinger, Maura Pintor, Kathrin Grosse, Khaled Koutini, Bernhard Alois Moser, Battista Biggio, Gerhard Widmer
Rethinking data augmentation for adversarial robustness. Inf. Sci. 654 (2024)
Lukas Gruber, Markus Holzleitner, Johannes Lehner, Sepp Hochreiter, Werner Zellinger
Overcoming Saturation in Density Ratio Estimation by Iterated Regularization. CoRR (2024)
Marius-Constantin Dinu, Claudiu Leoveanu-Condrei, Markus Holzleitner, Werner Zellinger, Sepp Hochreiter
SymbolicAI: A framework for logic-based approaches combining generative models and solvers. CoRR (2024)
Duc Hoan Nguyen, Werner Zellinger, Sergei V. Pereverzyev
On regularized Radon-Nikodym differentiation. CoRR (2023)
Hoan Duc Nguyen, Sergei V. Pereverzyev, Werner Zellinger
General regularization in covariate shift adaptation. CoRR (2023)
Werner Zellinger, Stefan Kindermann, Sergei V. Pereverzyev
Adaptive learning of density ratios in RKHS. CoRR (2023)
Marius-Constantin Dinu, Markus Holzleitner, Maximilian Beck, Hoan Duc Nguyen, Andrea Huber, Hamid Eghbal-zadeh, Bernhard Alois Moser, Sergei V. Pereverzyev, Sepp Hochreiter, Werner Zellinger
Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by Aggregation. CoRR (2023)
Markus Holzleitner, Sergei V. Pereverzyev, Werner Zellinger
Domain Generalization by Functional Regression. CoRR (2023)
Stefan Kindermann, Werner Zellinger
A rational conjugate gradient method for linear ill-conditioned problems. CoRR (2023)
Marius-Constantin Dinu, Markus Holzleitner, Maximilian Beck, Hoan Duc Nguyen, Andrea Huber, Hamid Eghbal-zadeh, Bernhard Alois Moser, Sergei V. Pereverzyev, Sepp Hochreiter, Werner Zellinger
Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by Aggregation. ICLR (2023)
Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Sebastiano Vascon, Werner Zellinger, Bernhard Alois Moser, Alina Oprea, Battista Biggio, Marcello Pelillo, Fabio Roli
Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning. ACM Comput. Surv. 55 (13s) (2023)
Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Sebastiano Vascon, Werner Zellinger, Bernhard Alois Moser, Alina Oprea, Battista Biggio, Marcello Pelillo, Fabio Roli
Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning. CoRR (2022)
Ozan Cakiroglu, Volkmar Wieser, Werner Zellinger, Adriano Souza Ribeiro, Werner Kloihofer, Florian Kromp
Detection of the 3D Ground Plane from 2D Images for Distance Measurement to the Ground. DEXA Workshops (2022)
Martin Gauch, Maximilian Beck, Thomas Adler, Dmytro Kotsur, Stefan Fiel, Hamid Eghbal-zadeh, Johannes Brandstetter, Johannes Kofler, Markus Holzleitner, Werner Zellinger, Daniel Klotz, Sepp Hochreiter, Sebastian Lehner
Few-Shot Learning by Dimensionality Reduction in Gradient Space. CoLLAs (2022)
Bernhard Alois Moser, Michal Lewandowski, Somayeh Kargaran, Werner Zellinger, Battista Biggio, Christoph Koutschan
Tessellation-Filtering ReLU Neural Networks. IJCAI (2022)
Martin Gauch, Maximilian Beck, Thomas Adler, Dmytro Kotsur, Stefan Fiel, Hamid Eghbal-zadeh, Johannes Brandstetter, Johannes Kofler, Markus Holzleitner, Werner Zellinger, Daniel Klotz, Sepp Hochreiter, Sebastian Lehner
Few-Shot Learning by Dimensionality Reduction in Gradient Space. CoRR (2022)
Werner Zellinger, Natalia Shepeleva, Marius-Constantin Dinu, Hamid Eghbal-zadeh, Hoan Duc Nguyen, Bernhard Nessler, Sergei V. Pereverzyev, Bernhard Alois Moser
The balancing principle for parameter choice in distance-regularized domain adaptation. NeurIPS (2021)
Werner Zellinger, Bernhard Alois Moser, Susanne Saminger-Platz
On generalization in moment-based domain adaptation. Ann. Math. Artif. Intell. 89 (3-4) (2021)
Werner Zellinger, Bernhard Alois Moser
On the truncated Hausdorff moment problem under Sobolev regularity conditions. Appl. Math. Comput. 400 (2021)
Lukas Fischer, Lisa Ehrlinger, Verena Geist, Rudolf Ramler, Florian Sobieczky, Werner Zellinger, David Brunner, Mohit Kumar, Bernhard Moser
AI System Engineering - Key Challenges and Lessons Learned. Mach. Learn. Knowl. Extr. 3 (1) (2021)
Werner Zellinger
Moment-Based Domain Adaptation: Learning Bounds and Algorithms. CoRR (2020)
Lukas Fischer, Lisa Ehrlinger, Verena Geist, Rudolf Ramler, Florian Sobieczky, Werner Zellinger, Bernhard Moser
Applying AI in Practice: Key Challenges and Lessons Learned. CD-MAKE (2020)
Hamid Eghbal-zadeh, Khaled Koutini, Paul Primus, Verena Haunschmid, Michal Lewandowski, Werner Zellinger, Bernhard Alois Moser, Gerhard Widmer
On Data Augmentation and Adversarial Risk: An Empirical Analysis. CoRR (2020)
Werner Zellinger, Volkmar Wieser, Mohit Kumar, David Brunner, Natalia Shepeleva, Rafa Gálvez, Josef Langer, Lukas Fischer, Bernhard Moser
Beyond federated learning: On confidentiality-critical machine learning applications in industry. ISM (2020)
Werner Zellinger, Thomas Grubinger, Michael Zwick, Edwin Lughofer, Holger Schöner, Thomas Natschläger, Susanne Saminger-Platz
Multi-source transfer learning of time series in cyclical manufacturing. J. Intell. Manuf. 31 (3) (2020)
Werner Zellinger, Bernhard Alois Moser, Susanne Saminger-Platz
Learning Bounds for Moment-Based Domain Adaptation. CoRR (2020)
Natalia Shepeleva, Werner Zellinger, Michal Lewandowski, Bernhard Moser
ReLU Code Space: A Basis for Rating Network Quality Besides Accuracy. CoRR (2020)
Ramin Nikzad-Langerodi, Werner Zellinger, Susanne Saminger-Platz, Bernhard Alois Moser
Domain adaptation for regression under Beer-Lambert's law. Knowl. Based Syst. 210 (2020)
Ramin Nikzad-Langerodi, Werner Zellinger, Susanne Saminger-Platz, Bernhard Moser
Domain-Invariant Regression Under Beer-Lambert's Law. ICMLA (2019)
Werner Zellinger, Bernhard Alois Moser, Thomas Grubinger, Edwin Lughofer, Thomas Natschläger, Susanne Saminger-Platz
Robust unsupervised domain adaptation for neural networks via moment alignment. Inf. Sci. 483 (2019)
Hamid Eghbal-zadeh, Werner Zellinger, Gerhard Widmer
Mixture Density Generative Adversarial Networks. CVPR (2019)
Hamid Eghbal-zadeh, Werner Zellinger, Gerhard Widmer
Mixture Density Generative Adversarial Networks. CoRR (2018)
Werner Zellinger, Thomas Grubinger, Edwin Lughofer, Thomas Natschläger, Susanne Saminger-Platz
Central Moment Discrepancy (CMD) for Domain-Invariant Representation Learning. CoRR (2017)
Werner Zellinger, Bernhard Alois Moser, Thomas Grubinger, Edwin Lughofer, Thomas Natschläger, Susanne Saminger-Platz
Robust Unsupervised Domain Adaptation for Neural Networks via Moment Alignment. CoRR (2017)
Werner Zellinger, Thomas Grubinger, Edwin Lughofer, Thomas Natschläger, Susanne Saminger-Platz
Central Moment Discrepancy (CMD) for Domain-Invariant Representation Learning. ICLR (Poster) (2017)
Werner Zellinger, Bernhard Moser, Ayadi Chouikhi, Florian H. Seitner, Matej Nezveda, Margrit Gelautz
Linear Optimization Approach for Depth Range Adaption of Stereoscopic Videos. SD&A (2016)
Werner Zellinger, Bernhard Moser
Improving Visual Discomfort Prediction for Stereoscopic Images via Disparity-based Contrast. IQSP (2016)
Georgios C. Chasparis, Werner Zellinger, Verena Haunschmid, Markus Riedenbauer, Reinhard Stumptner
On the optimization of material usage in power transformer manufacturing. IEEE Conf. on Intelligent Systems (2016)
Florian H. Seitner, Matej Nezveda, Margrit Gelautz, Georg Braun, Christian Kapeller, Werner Zellinger, Bernhard Moser
Trifocal system for high-quality inter-camera mapping and virtual view synthesis. IC3D (2015)