Datensatz #885687

RenormalizedFlows

Transparent Deep Learning with Renormalized Flows

Coordinator	Moritz Helias
Grant period	2020-01-01 - 2022-12-31
Funding body	Bundesministerium für Bildung und Forschung
	BMBF
Identifier	G:(DE-Juel-1)BMBF-01IS19077A

Conference Presentation (After Call) Fischer, K. (Corresponding author)FZJ* ; Dahmen, D.FZJ* ; Helias, M.FZJ*
Field Theory of Residual Networks: Residual scaling leads to optimal signal propagation
2025The 29th International Conference on Statistical Physics, FlorenceFlorence, Italy, 14 Jul 2025 - 18 Jul 20252025-07-142025-07-18 BibTeX | EndNote: XML, Text | RIS

Poster (Invited) Dahmen, D. (Corresponding author)FZJ*
Statistical Physics of Biological and Artificial Neural Networks
2025Sino-Germon Frontiers of Science Symposium, MannheimMannheim, Germany, 10 Apr 2025 - 13 Apr 20252025-04-102025-04-13 BibTeX | EndNote: XML, Text | RIS

Conference Presentation (After Call) Bouss, P. (Corresponding author)FZJ*RWTH* ; Nestler, S. ; Fischer, K.FZJ*RWTH* ; Merger, C. L. ; Rene, A.RWTH* ; Helias, M. (Last author)FZJ*RWTH*
Employing normalizing flows to examine neural manifold characteristics and curvatures
2025DPG Spring Meeting of the Condensed Matter Section, RegensburgRegensburg, Germany, 16 Mar 2025 - 21 Mar 20252025-03-162025-03-21 Fulltext BibTeX | EndNote: XML, Text | RIS

Poster (Other) Merger, C. L. ; Rene, A. ; Fischer, K.FZJ* ; Bouss, P. (Corresponding author)FZJ* ; Nestler, S. ; Dahmen, D.FZJ* ; Honerkamp, C. ; Helias, M.FZJ*
Direct Inference of Statistical Models from Observed Data
2025PoF Topic 3 Evaluation, JuelichJuelich, Germany, 6 Apr 2025 - 10 Apr 20252025-04-062025-04-10 BibTeX | EndNote: XML, Text | RIS

Book/Dissertation / PhD Thesis Fischer, K. (Corresponding author)FZJ*
Mechanics of deep neural networks beyond the Gaussian limit
Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek, Verlag, Schriften des Forschungszentrums Jülich Reihe Information / Information 110, 165 pp. (2025) [10.34734/FZJ-2025-02100]2025 = Dissertation, RWTH Aachen University, 2025 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Conference Presentation (After Call) Fischer, K. (Corresponding author)FZJ* ; Dahmen, D.FZJ* ; Helias, M.FZJ*
Response functions in residual networks as a measure for signal propagation
2025DPG Spring Meeting of the Condensed Matter Section, RegensburgRegensburg, Germany, 16 Mar 2025 - 21 Mar 20252025-03-162025-03-21 Fulltext BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Bouss, P. (Corresponding author)FZJ*RWTH* ; Nestler, S. ; Fischer, K.FZJ*RWTH* ; Merger, C. L. ; Rene, A.RWTH* ; Helias, M.FZJ*RWTH*
Exploring Neural Manifold Characteristics Using Modified Normalizing Flows
2024ROccella Conference on INference and AI, ROCKIN' AI 2024, Roccella IonicaRoccella Ionica, Italy, 2 Sep 2024 - 6 Sep 20242024-09-022024-09-06 BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Bouss, P. (Corresponding author)FZJ*RWTH* ; Nestler, S. ; Fischer, K.FZJ*RWTH* ; Merger, C. L. ; Rene, A.RWTH* ; Helias, M.FZJ*RWTH*
Exploring Neural Manifold Characteristics Using Adapted Normalizing Flows
2024International Conference on Neuromorphic Computing and Engineering, ICNCE 2024, AachenAachen, Germany, 3 Jun 2024 - 6 Jun 20242024-06-032024-06-06 BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Bouss, P. (Corresponding author)FZJ*RWTH* ; Nestler, S. ; Fischer, K.FZJ*RWTH* ; Merger, C. L. ; René, A.RWTH* ; Helias, M.FZJ*RWTH*
Assessing Neural Manifold Properties With Adapted Normalizing Flows
2024Bernstein Conference 2024, FrankfurtFrankfurt, Germany, 29 Sep 2024 - 2 Oct 20242024-09-292024-10-02 [10.12751/NNCN.BC2024.179] Fulltext BibTeX | EndNote: XML, Text | RIS

Datensatz erzeugt am 2020-10-15, letzte Änderung am 2020-10-15

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