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Anzahl der Publikationen: 20
Zeitschriftenartikel
Scholl, Philipp; Iskandar, Maged; Wolf, Sebastian 
ORCID: https://orcid.org/0000-0001-5298-8901; Lee, Jinoh; Bacho, Aras; Dietrich, Alexander; Albu-Schäffer, Alin und Kutyniok, Gitta
(2024):
Learning-based adaption of robotic friction models.
In: Robotics and Computer-Integrated Manufacturing, Bd. 89, 102780
[PDF, 4MB]
ORCID: https://orcid.org/0000-0001-5298-8901; Lee, Jinoh; Bacho, Aras; Dietrich, Alexander; Albu-Schäffer, Alin und Kutyniok, Gitta
(2024):
Learning-based adaption of robotic friction models.
In: Robotics and Computer-Integrated Manufacturing, Bd. 89, 102780
[PDF, 4MB]
Tiep, Do; Levie van, Ron und Kutyniok, Gitta
(2022):
Analysis of simultaneous inpainting and geometric separation based on sparse decomposition.
In: Analysis and Applications, Bd. 20, Nr. 2: S. 303-352
Maskey, Sohir; Levie, Ron und Kutyniok, Gitta
(2022):
Transferability of graph neural networks: An extended graphon approach.
In: Applied and Computational Harmonic Analysis, Bd. 63: S. 48-83
Andrade-Loarca, Hector; Kutyniok, Gitta; Oektem, Ozan und Petersen, Philipp
(2022):
Deep microlocal reconstruction for limited-angle tomography.
In: Applied and Computational Harmonic Analysis, Bd. 59: S. 155-197
Oala, Luis; Heiß, Cosmas; Macdonald, Jan; Marz, Maximilian; Kutyniok, Gitta und Samek, Wojciech
(2021):
Detecting failure modes in image reconstructions with interval neural network uncertainty.
In: International Journal of Computer Assisted Radiology and Surgery, Bd. 16, Nr. 12: S. 2089-2097
Wäldchen, Stephan; Macdonald, Jan; Hauch, Sascha und Kutyniok, Gitta
(2021):
The Computational Complexity of Understanding Binary Classifier Decisions.
In: Journal of Artificial Intelligence Research, Bd. 70: S. 351-387
Levie, Ron; Yapar, Cagkan; Kutyniok, Gitta und Caire, Giuseppe
(2021):
RadioUNet: Fast Radio Map Estimation With Convolutional Neural Networks.
In: IEEE Transactions on Wireless Communications, Bd. 20, Nr. 6: S. 4001-4015
Kutyniok, Gitta; Petersen, Philipp; Raslan, Mones und Schneider, Reinhold
(2021):
A Theoretical Analysis of Deep Neural Networks and Parametric PDEs.
In: Constructive Approximation, Bd. 55, Nr. 1: S. 73-125
Hashemi, Ali; Cai, Chang; Kutyniok, Gitta; Mueller, Klaus-Robert; Nagarajan, Srikantan S. und Haufe, Stefan
(2021):
Unification of sparse Bayesian learning algorithms for electromagnetic brain imaging with the majorization minimization framework.
In: Neuroimage, Bd. 239, 118309
Gribonval, Remi; Kutyniok, Gitta; Nielsen, Morten und Voigtlaender, Felix
(2021):
Approximation Spaces of Deep Neural Networks.
In: Constructive Approximation, Bd. 55, Nr. 1: S. 259-367
Paper
Kasneci, Enkelejda ORCID: https://orcid.org/0000-0003-3146-4484; Seßler, Kathrin; Küchemann, Stefan; Bannert, Maria; Dementieva, Daryna; Fischer, Frank; Gasser, Urs; Groh, Georg; Günnemann, Stephan; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108; Krusche, Stephan; Kutyniok, Gitta; Michaeli, Tilman; Nerdel, Claudia; Pfeffer, Jürgen; Poquet, Oleksandra ORCID: https://orcid.org/0000-0001-9782-816X; Sailer, Michael ORCID: https://orcid.org/0000-0001-6831-5429; Schmidt, Albrecht; Seidel, Tina ORCID: https://orcid.org/0000-0002-2578-1208; Stadler, Matthias ORCID: https://orcid.org/0000-0001-8241-8723; Weller, Jochen ORCID: https://orcid.org/0000-0002-8282-2010; Kuhn, Jochen ORCID: https://orcid.org/0000-0002-6985-3218 und Kasneci, Gjergji
(Januar 2023):
ChatGPT for Good? On Opportunities and Challenges of Large Language Models for Education.
EdArXiv
ORCID: https://orcid.org/0000-0003-3146-4484; Seßler, Kathrin; Küchemann, Stefan; Bannert, Maria; Dementieva, Daryna; Fischer, Frank; Gasser, Urs; Groh, Georg; Günnemann, Stephan; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108; Krusche, Stephan; Kutyniok, Gitta; Michaeli, Tilman; Nerdel, Claudia; Pfeffer, Jürgen; Poquet, Oleksandra ORCID: https://orcid.org/0000-0001-9782-816X; Sailer, Michael ORCID: https://orcid.org/0000-0001-6831-5429; Schmidt, Albrecht; Seidel, Tina ORCID: https://orcid.org/0000-0002-2578-1208; Stadler, Matthias ORCID: https://orcid.org/0000-0001-8241-8723; Weller, Jochen ORCID: https://orcid.org/0000-0002-8282-2010; Kuhn, Jochen ORCID: https://orcid.org/0000-0002-6985-3218 und Kasneci, Gjergji
(Januar 2023):
ChatGPT for Good? On Opportunities and Challenges of Large Language Models for Education.
EdArXiv
Buchbeitrag
Grohs, Philipp und Kutyniok, Gitta
(2023):
Preface.
In: Grohs, Philipp und Kutyniok, Gitta (Hrsg.):
Mathematical Aspects of Deep Learning. Cambridge: Cambridge University Press.
XV-XVIII
Gühring, Ingo; Raslan, Mones und Kutyniok, Gitta
(2023):
Expressivity of Deep Neural Networks.
In: Grohs, Philipp und Kutyniok, Gitta (Hrsg.):
Mathematical Aspects of Deep Learning. Cambridge: Cambridge University Press. S. 149-199
Berner, Julius; Grohs, Philipp; Kutyniok, Gitta und Petersen, Philipp
(2023):
The Modern Mathematics of Deep Learning.
In: Grohs, Philipp und Kutyniok, Gitta (Hrsg.):
Mathematical Aspects of Deep Learning. Cambridge: Cambridge University Press. S. 1-111
Konferenzbeitrag
Nguyen, Duc Anh; Levie, Ron; Lienen, Julian ORCID: https://orcid.org/0000-0003-2162-8107; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Kutyniok, Gitta
(Mai 2023):
Memorization-Dilation: Modeling Neural Collapse Under Noise.
The Eleventh International Conference on Learning Representations, Kigali, Rwanda, 1-5 May, 2023.
[PDF, 510kB]
ORCID: https://orcid.org/0000-0003-2162-8107; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Kutyniok, Gitta
(Mai 2023):
Memorization-Dilation: Modeling Neural Collapse Under Noise.
The Eleventh International Conference on Learning Representations, Kigali, Rwanda, 1-5 May, 2023.
[PDF, 510kB]
Kolek, Stefan; Windesheim, Robert; Andrade-Loarca, Hector; Kutyniok, Gitta ORCID: https://orcid.org/0000-0001-9738-2487 und Levie, Ron
(2023):
Explaining Image Classifiers with Multiscale Directional Image Representation.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, 17. - 24. Juni 2023.
Brown, Michael S. (Hrsg.):
In: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),
Piscataway: IEEE. S. 18600-18609
ORCID: https://orcid.org/0000-0001-9738-2487 und Levie, Ron
(2023):
Explaining Image Classifiers with Multiscale Directional Image Representation.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, 17. - 24. Juni 2023.
Brown, Michael S. (Hrsg.):
In: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),
Piscataway: IEEE. S. 18600-18609
Alberti, Silas; Dern, Niclas; Thesing, Laura und Kutyniok, Gitta ORCID: https://orcid.org/0000-0001-9738-2487
(2023):
Sumformer: Universal Approximation for Efficient Transformers.
2nd Annual Workshop on Topology, Algebra and Geometry in Machine Learning (TAG-ML), Honolulu, HI, USA, 28. Juli 2023.
Doster, Timothy; Emerson, Tegan; Kvinge, Henry; Miolane, Nina; Papillon, Mathilde; Rieck, Bastian und Sanborn, Sophia (Hrsg.):
In: Topological, Algebraic and Geometric Learning Workshops 2023, 28 July 2023, Proceedings of Machine Learning Research (PMLR)
Bd. 221
ML Research Press. S. 72-86
ORCID: https://orcid.org/0000-0001-9738-2487
(2023):
Sumformer: Universal Approximation for Efficient Transformers.
2nd Annual Workshop on Topology, Algebra and Geometry in Machine Learning (TAG-ML), Honolulu, HI, USA, 28. Juli 2023.
Doster, Timothy; Emerson, Tegan; Kvinge, Henry; Miolane, Nina; Papillon, Mathilde; Rieck, Bastian und Sanborn, Sophia (Hrsg.):
In: Topological, Algebraic and Geometric Learning Workshops 2023, 28 July 2023, Proceedings of Machine Learning Research (PMLR)
Bd. 221
ML Research Press. S. 72-86
Kussaba, Hugo T.M.; Swikir, Abdalla; Wu, Fan; Demerdjieva, Anastasija; Kutyniok, Gitta und Haddadin, Sami ORCID: https://orcid.org/0000-0001-7696-4955
(2023):
Learning optimal controllers: a dynamical motion primitive approach.
22nd World Congress of the International Federation of Automatic Control (IFAC), Yokohama, Japan, 09. - 14. Juli 2023.
IFAC-PapersOnLine.
Bd. 56, Nr. 2
Elsevier. S. 4776-4782
[PDF, 676kB]
ORCID: https://orcid.org/0000-0001-7696-4955
(2023):
Learning optimal controllers: a dynamical motion primitive approach.
22nd World Congress of the International Federation of Automatic Control (IFAC), Yokohama, Japan, 09. - 14. Juli 2023.
IFAC-PapersOnLine.
Bd. 56, Nr. 2
Elsevier. S. 4776-4782
[PDF, 676kB]
Yapar, Cagkan; Levie, Ron; Kutyniok, Gitta und Caire, Giuseppe
(2022):
LocUNet: Fast Urban Positioning Using Radio Maps and Deep Learning.
2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, Singapore, 7-13 May 2022 Virtual, 22-27 May 2022 (Main Venue).
In: 2022 IEEE International Conference on Acoustics, Speech, and Signal Processing: Proceedings,
Piscataway, NJ: IEEE. S. 4063-4067
Kolek, Stefan; Nguyen, Duc Anh; Levie, Ron; Bruna, Joan und Kutyniok, Gitta
(2022):
Cartoon Explanations of Image Classifiers.
17th European Conference on Computer Vision (ECCV 2022), Tel Aviv, Israel, October 23–27, 2022.
Avidan, Shai; Brostow, Gabriel; Cissé, Moustapha; Farinella, Giovanni Maria und Hassner, Tal (Hrsg.):
In: Computer Vision – ECCV 2022, Lecture Notes in Computer Science
Bd. 13672
Cham: Springer. S. 443-458