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LETTER Communicated by Justin Dauwels Reverse-Engineering Neural Networks to Characterize Their Cost Functions Takuya Isomura takuya.isomura@riken.jp Brain Intelligence Theory Unit, RIKEN Center for Brain Science, Wako, Saitama 351-0198, Japan Karl Friston k.friston@ucl.ac.uk Wellcome Centre for

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ARTICLE Communicated by Ruben Moreno-Bote Heterogeneous Synaptic Weighting Improves Neural Coding in the Presence of Common Noise Pratik S. Sachdeva pratik.sachdeva@berkeley.edu Redwood Center for Theoretical Neuroscience and Department of Physics, Universität von Kalifornien, Berkeley, Berkeley,…

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ARTICLE Communicated by Luca Mazzucato Nonequilibrium Statistical Mechanics of Continuous Attractors Weishun Zhong wszhong@mit.edu James Franck Institute, Universität von Chicago, Chicago, IL 60637, and Department of Physics, MIT, Cambridge, MA 02139, USA. Zhiyue Lu zhiyuelu@unc.edu

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ARTICLE Communicated by Shun-ichi Amari Center Manifold Analysis of Plateau Phenomena Caused by Degeneration of Three-Layer Perceptron Daiji Tsutsui d-tsutsui@cr.math.sci.osaka-u.ac.jp Osaka University, Toyonaka-shi, Osaka 560-0043, Japan A hierarchical neural network usually has many singular regions

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LETTER Communicated by Frederic Crevecoeur Model-Free Robust Optimal Feedback Mechanisms of Biological Motor Control Tao Bian tbian@nyu.edu Control and Networks Lab, Department of Electrical and Computer Engineering, Tandon School of Engineering, New York University, Brooklyn,…

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ARTICLE Communicated by Terrence Sejnowski Face Representations via Tensorfaces of Various Complexities Sidney R. Lehky sidney.lehky@riken.jp Cognitive Brain Mapping Laboratory, RIKEN Center for Brain Science, Wako-shi, Saitama 351-0198, Japan, and Computational Neurobiology Laboratory, Salk Institute,…

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