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ARTICLE Communicated by Joel Zylberberg Nonlinear Decoding of Natural Images From Large-Scale Primate Retinal Ganglion Recordings Young Joon Kim yjkimnada@gmail.com Columbia University, New York, New York 10027, USA. Nora Brackbill nbrack@stanford.edu Stanford University, Stanford, CA 94305,

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ARTICLE Communicated by Ruoyu Sun Critical Point-Finding Methods Reveal Gradient-Flat Regions of Deep Network Losses Charles G. Frye cfrye59@gmail.com Redwood Center for Theoretical Neuroscience and Helen Wills Neuroscience Institute, Universität von Kalifornien, Berkeley, CA 94720,

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ARTICLE Communicated by Stefano Panzeri The Refractory Period Matters: Unifying Mechanisms of Macroscopic Brain Waves Corey Weistuch corey.weistuch@stonybrook.edu Laufer Center for Physical and Quantitative Biology and Department of Applied Mathematics and Statistics, Stony Brook University,…

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LETTER Communicated by Raoul-Martin Memmesheimer The Remarkable Robustness of Surrogate Gradient Learning for Instilling Complex Function in Spiking Neural Networks Friedemann Zenke friedemann.zenke@fmi.ch Centre for Neural Circuits and Behaviour, Universität Oxford, Oxford OX1 3SR,…

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LETTER Communicated by Terrence Sejnowski Whence the Expected Free Energy? Beren Millidge beren@millidge.name School of Informatics, University of Edinburgh, Edinburgh, EH8 9AB, VEREINIGTES KÖNIGREICH. Alexander Tschantz tschantz.alec@gmail.com Sackler Center for Consciousness Science, School of Engineering and

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ARTICLE Communicated by Alain Destexhe From Biophysical to Integrate-and-Fire Modeling Tomas Van Pottelbergh tmjv2@cam.ac.uk Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, VEREINIGTES KÖNIGREICH. Guillaume Drion gdrion@ulg.ac.be Department of Electrical Engineering and Computer Science, Universität…

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ARTICLE Communicated by Dirk Ostwald Learning in Volatile Environments With the Bayes Factor Surprise Vasiliki Liakoni* vasiliki.liakoni@epfl.ch Alireza Modirshanechi* alireza.modirshanechi@epfl.ch Wulfram Gerstner wulfram.gerstner@epfl.ch Johanni Brea johanni.brea@epfl.ch École Polytechnique Fédérale de Lausanne, School of Computer and

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ARTICLE Communicated by Terrence Sejnowski A Cerebellar Computational Mechanism for Delay Conditioning at Precise Time Intervals Terence D. Sanger terry@sangerlab.net Departments of Biomedical Engineering, Neurologie, and Biokinesiology, Universität von Südkalifornien, Los Angeles, CA 90089,

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