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Journal Articles
- 2021
[j2]Sebastian Mathias Keller
, Maxim Samarin, Fabricio Arend Torres, Mario Wieser, Volker Roth:
Learning Extremal Representations with Deep Archetypal Analysis. Int. J. Comput. Vis. 129(4): 805-820 (2021)- 2020
- [j1]Maxim Samarin, Lauren Zweifel, Volker Roth, Christine Alewell:
Identifying Soil Erosion Processes in Alpine Grasslands on Aerial Imagery with a U-Net Convolutional Neural Network. Remote. Sens. 12(24): 4149 (2020)
Conference and Workshop Papers
- 2022
- [c3]Maxim Samarin, Volker Roth, David Belius:
Feature learning and random features in standard finite-width convolutional neural networks: An empirical study. UAI 2022: 1718-1727 - 2021
- [c2]Maxim Samarin, Vitali Nesterov, Mario Wieser, Aleksander Wieczorek, Sonali Parbhoo, Volker Roth:
Learning Conditional Invariance Through Cycle Consistency. GCPR 2021: 376-391 - 2019
- [c1]Sebastian Mathias Keller, Maxim Samarin, Mario Wieser, Volker Roth:
Deep Archetypal Analysis. GCPR 2019: 171-185
Informal and Other Publications
- 2022
- [i7]Vitali Nesterov, Fabricio Arend Torres, Monika Nagy-Huber, Maxim Samarin, Volker Roth:
Learning Invariances with Generalised Input-Convex Neural Networks. CoRR abs/2204.07009 (2022) - [i6]Fabricio Arend Torres, Marcello Massimo Negri, Monika Nagy-Huber, Maxim Samarin, Volker Roth:
Truly Mesh-free Physics-Informed Neural Networks. CoRR abs/2206.01545 (2022) - 2021
- [i5]Maxim Samarin, Vitali Nesterov, Mario Wieser, Aleksander Wieczorek, Sonali Parbhoo, Volker Roth:
Learning Conditional Invariance through Cycle Consistency. CoRR abs/2111.13185 (2021) - 2020
- [i4]Sebastian Mathias Keller, Maxim Samarin, Fabricio Arend Torres, Mario Wieser, Volker Roth:
Learning Extremal Representations with Deep Archetypal Analysis. CoRR abs/2002.00815 (2020) - [i3]Maxim Samarin, Volker Roth, David Belius:
On the Empirical Neural Tangent Kernel of Standard Finite-Width Convolutional Neural Network Architectures. CoRR abs/2006.13645 (2020) - 2019
- [i2]Sebastian Mathias Keller, Maxim Samarin, Mario Wieser, Volker Roth:
Deep Archetypal Analysis. CoRR abs/1901.10799 (2019) - 2018
- [i1]Sebastian Mathias Keller, Maxim Samarin, Antonia Meyer, Vitalii Kosak, Ute Gschwandtner, Peter Fuhr, Volker Roth:
Computational EEG in Personalized Medicine: A study in Parkinson's Disease. CoRR abs/1812.06594 (2018)
Coauthor Index
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