Latent Weights Do Not Exist: Rethinking Binarized Neural Network Optimization

Autor: Helwegen, K., Widdicombe, J., Geiger, L., Liu, Z., Cheng, K. -T, Nusselder, R.

Publikováno v: Scopus-Elsevier

Optimization of Binarized Neural Networks (BNNs) currently relies on real-valued latent weights to accumulate small update steps. In this paper, we argue that these latent weights cannot be treated analogously to weights in real-valued networks. Inst

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::8a8342467fc01d94a8a80c98a9227df4
http://arxiv.org/abs/1906.02107

Kroniek ondernemingsstrafrecht. (Dutch/Flemish)

Autor: Sackers, H. J. B., Feenstra, A. A., Klaasse, A. C. M., Nelemans, M., Koopmans, I., Helwegen, K. M. T., Verbruggen, A., van de Vorm, B., Nan, J. S.

Publikováno v: Tijdschrift voor Bijzonder Strafrecht & Handhaving; Feb2020, Vol. 6 Issue 1, p35-55, 21p

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Polyconnectomic scoring of functional connectivity patterns across eight neuropsychiatric and three neurodegenerative disorders.

Autor: Libedinsky I; Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands., Helwegen K; Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands., Boonstra J; Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands., Guerrero Simón L; Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands., Gruber M; Institute for Translational Psychiatry, University of Münster, Münster, Germany; Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Goethe University, Germany., Repple J; Institute for Translational Psychiatry, University of Münster, Münster, Germany; Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Goethe University, Germany., Kircher T; Department of Psychiatry and Psychotherapy, University of Marburg, Germany; Center for Mind, Brain and Behavior (CMBB), University of Marburg and Justus Liebig University Giessen, Germany., Dannlowski U; Institute for Translational Psychiatry, University of Münster, Münster, Germany., van den Heuvel MP; Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Department of Child and Adolescent Psychiatry and Psychology, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands. Electronic address: martijn.vanden.heuvel@vu.nl.

Publikováno v: Biological psychiatry [Biol Psychiatry] 2024 Oct 16. Date of Electronic Publication: 2024 Oct 16.

Quantifying brain connectivity signatures by means of polyconnectomic scoring.

Autor: Libedinsky I; Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands., Helwegen K; Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands., Simón LG; Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands., Gruber M; Institute for Translational Psychiatry, University of Münster, Münster, Germany.; Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Goethe University, Germany., Repple J; Institute for Translational Psychiatry, University of Münster, Münster, Germany.; Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Goethe University, Germany., Kircher T; Department of Psychiatry and Psychotherapy, University of Marburg, Germany.; Center for Mind, Brain and Behavior (CMBB), University of Marburg and Justus Liebig University Giessen, Germany., Dannlowski U; Institute for Translational Psychiatry, University of Münster, Münster, Germany., van den Heuvel MP; Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.; Department of Child and Adolescent Psychiatry and Psychology, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.

Publikováno v: BioRxiv : the preprint server for biology [bioRxiv] 2023 Sep 27. Date of Electronic Publication: 2023 Sep 27.