REVIEW Communicated by Dana Ballard Predictive Coding, Variational Autoencoders, and Biological Connections Joseph Marino* josephmarino@deepmind.com Computation and Neural Systems, California Institute of Technology, Pasadena, CA 91125, U.S.A. We present a review of predictive coding, from…

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ARTICLE Communicated by Jianqiao Zhu A Normative Account of Confirmation Bias During Reinforcement Learning Germain Lefebvre germain.lefebvre@outlook.com MRC Brain Network Dynamics Unit, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford OX3 9DU, U.K. Christopher…

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ARTICLE Communicated by Hrushikesh Mhaskar On PDE Characterization of Smooth Hierarchical Functions Computed by Neural Networks Khashayar Filom filom@umich.edu Department of Mathematics, University of Michigan, Ann Arbor, MI 48109, U.S.A. Roozbeh Farhoodi roozbeh@seas.upenn.edu Konrad Paul…

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LETTER Communicated by Hiroki Mori Completion of the Infeasible Actions of Others: Goal Inference by Dynamical Invariant Takuma Torii tak.torii@jaist.ac.jp Shohei Hidaka shhidaka@jaist.ac.jp Japan Advanced Institute of Science and Technology, Nomi, Ishikawa 923-1211, Japan To…

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LETTER Communicated by Iris Groen Temporal Variabilities Provide Additional Category-Related Information in Object Category Decoding: A Systematic Comparison of Informative EEG Features Hamid Karimi-Rouzbahani hamid.karimi-rouzbahani@mrc-cbu.cam.ac.uk Medical Research Council Cognition and Brain Sciences Unit, University of…

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ARTICLE Communicated by Terrence Sejnowski Parametric UMAP Embeddings for Representation and Semisupervised Learning Tim Sainburg timsainb@gmail.com University of California San Diego, La Jolla, CA 92093, U.S.A. Leland McInnes leland.mcinnes@gmail.com Tutte Institute for Mathematics and Computing,…

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LETTER Communicated by Arindam Banerjee Multilinear Common Component Analysis via Kronecker Product Representation Kohei Yoshikawa yoshikawa.kohei615@gmail.com Shuichi Kawano skawano@ai.lab.uec.ac.jp Graduate School of Informatics and Engineering, The University of Electro-Communications, Chofu-shi, Tokyo 182-8585, Japan We consider…

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ARTICLE Communicated by Nick Hardy Stimulus-Driven and Spontaneous Dynamics in Excitatory-Inhibitory Recurrent Neural Networks for Sequence Representation Alfred Rajakumar aar653@nyu.edu Courant Institute of Mathematical Sciences, New York University, New York, NY 10012, U.S.A. John Rinzel…

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ARTICLE Communicated by Luke Prince A Biologically Plausible Neural Network for Multichannel Canonical Correlation Analysis David Lipshutz dlipshutz@flatironinstitute.org Yanis Bahroun ybahroun@flatironinstitute.org Siavash Golkar sgolkar@flatironinstitute.org Center for Computational Neuroscience, Flatiron Institute, New York, NY 10010, U.S.A….

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LETTER Communicated by Peer Neubert Simulating and Predicting Dynamical Systems With Spatial Semantic Pointers Aaron R. Voelker arvoelke@uwaterloo.ca Peter Blouw peter.blouw@appliedbrainresearch.com Xuan Choo xuan.choo@appliedbrainresearch.com Applied Brain Research, Waterloo, ON N2L 3G1, Canada Nicole Sandra-Yaffa Dumont…

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