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136930 ; 136920

⇧ RWTH Aachen ⇧

Recent Publications

All known publications ...
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http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Bödeker, L. (Corresponding author)RWTH* ; Kusters, L. J. B.RWTH* ; Müller, M.RWTH*
On the Interpretability of Neural Network Decoders
Advanced quantum technologies 8(10), e2500158 (2025) [10.1002/qute.202500158]2025     Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Stubenrauch, J. (Corresponding author)RWTH* ; Keup, C.RWTH* ; Kurth, A. C.RWTH* ; Helias, M.RWTH* ; van Meegen, A.
Fixed point geometry in chaotic neural networks
Physical review research 7(2), 023203 (2025) [10.1103/PhysRevResearch.7.023203]2025     Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Dissertation / PhD Thesis/Book Fischer, K. M.RWTH* ; Helias, M. (Thesis advisor)RWTH* ; Krämer, M. (Thesis advisor)RWTH*
Mechanics of deep neural networks beyond the Gaussian limit
Jülich : Forschungszentrum Jülich GmbH, Zentralbibliothek, Verlag, Schriften des Forschungszentrums Jülich. Reihe Information 110, 1 Online-Ressource (xvi, 138 Seiten) : Illustrationen, Diagramme (2025) [10.18154/RWTH-2025-03269]2025 = Dissertation, RWTH Aachen University, 2025     Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a book/Contribution to a conference proceedings Epping, B. (Corresponding author)RWTH* ; René, A. (Corresponding author)RWTH* ; Helias, M. (Corresponding author)RWTH* ; Schaub, M. T. (Corresponding author)RWTH*
Graph Neural Networks Do Not Always Oversmooth
2024Advances in Neural Information Processing Systems 37 (NeurIPS 2024) / edited by: A. Globerson and L. Mackey and D. Belgrave and A. Fan and U. Paquet and J. Tomczak and C. Zhang
38. Conference on Neural Information Processing Systems, NeurIPS 2024, VancouverVancouver, Canada, 10 Dec 2024 - 15 Dec 20242024-12-102024-12-15 [Erscheinungsort nicht ermittelbar] : [Verlag nicht ermittelbar], Advances in neural information processing systems 37, [1]-25 (2024)2024     Fulltext Homepage of book BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Preprint Epping, B. (Corresponding author)RWTH* ; René, A. (Corresponding author)RWTH* ; Helias, M. (Corresponding author)RWTH* ; Schaub, M. T. (Corresponding author)RWTH*
Graph Neural Networks Do Not Always Oversmooth
202438. Conference on Neural Information Processing Systems, NeurIPS 2024, VancouverVancouver, Canada, 9 Dec 2024 - 15 Dec 20242024-12-092024-12-15 19 Seiten (2024) [10.48550/arXiv.2406.02269]2024     Files  Fulltext by arXiv.org BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Dick, M. (Corresponding author)RWTH* ; van Meegen, A. ; Helias, M.RWTH*
Linking network- and neuron-level correlations by renormalized field theory
Physical review research 6(3), 033264 (2024) [10.1103/PhysRevResearch.6.033264]2024   BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Dissertation / PhD Thesis Nestler, S.RWTH* ; Helias, M. (Thesis advisor)RWTH* ; Rauhut, H. (Thesis advisor)RWTH*
A statistical perspective on learning of time series in neural networks
Aachen : RWTH Aachen University 1 Online-Ressource : Illustrationen (2024) [10.18154/RWTH-2024-02247]2024 = Dissertation, RWTH Aachen University, 2024     Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Dissertation / PhD Thesis Merger, C.RWTH* ; Helias, M. (Thesis advisor)RWTH* ; Honerkamp, C. (Thesis advisor)RWTH*
Interactions on structured networks
Aachen : RWTH Aachen University 1 Online-Ressource : Illustrationen (2024) [10.18154/RWTH-2024-00402]2024 = Dissertation, RWTH Aachen University, 2024     Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Nestler, S. (Corresponding author)RWTH* ; Helias, M.RWTH* ; Gilson, M.RWTH*
Statistical temporal pattern extraction by neuronal architecture
Physical review research 5(3), 033177 (2023) [10.1103/PhysRevResearch.5.033177]2023     Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Merger, C. (Corresponding author)RWTH* ; René, A.RWTH* ; Fischer, K.RWTH* ; Bouss, P.RWTH* ; Nestler, S.RWTH* ; Dahmen, D.RWTH* ; Honerkamp, C.RWTH* ; Helias, M.RWTH*
Learning Interacting Theories from Data
Physical review / X 13(4), 041033 (2023) [10.1103/PhysRevX.13.041033]2023     Files BibTeX | EndNote: XML, Text | RIS

All known publications ...
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