Reconstructing Attractors with Autoencoders

Autor: Fainstein, Facundo, Mindlin, Gabriel B., Groisman, Pablo

We show how to train an autoencoder to reconstruct an attractor from recorded footage, preserving the topology of the underlying phase space. This is explicitly demonstrated for the classic finite-amplitude Lorenz atmospheric convection problem.

Externí odkaz: http://arxiv.org/abs/2404.16855

Data and code for 'Latent spaces as embeddings'

Autor: Catoni, Josefina, Fainstein, Facundo, Elemans, Coen P. H., Mindlin, Gabriel B.

The repository contains data and scripts that support the analysis in a paper under consideration for publication.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::42aa9b1386e0e7500cd1080a27acd4d3

Song-like activation of syringeal and respiratory muscles during sleep in canaries.

Autor: Fainstein F; Facultad de Ciencias Exactas y Naturales, Departamento de Física, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, 1428, Argentina.; Instituto de Física Interdisciplinaria y Aplicada (INFINA), CONICET - Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, 1428, Argentina., Goller F; School of Biological Sciences, University of Utah, Salt Lake City, UT, 84112, USA.; Institute for Integrative Cell Biology and Physiology, University of Münster, Münster, 48149, Germany., Mindlin GB; Facultad de Ciencias Exactas y Naturales, Departamento de Física, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, 1428, Argentina. gabo@df.uba.ar.; Instituto de Física Interdisciplinaria y Aplicada (INFINA), CONICET - Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, 1428, Argentina. gabo@df.uba.ar.

Publikováno v: Journal of comparative physiology. A, Neuroethology, sensory, neural, and behavioral physiology [J Comp Physiol A Neuroethol Sens Neural Behav Physiol] 2024 Oct 15. Date of Electronic Publication: 2024 Oct 15.