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, California 91125, U.S.A. We present a review of predictive coding, de…

Read More

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, Universidad de Oxford, Oxford OX3 9DU, REINO UNIDO. Christopher…

Read More

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…

Read More

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…

Read More

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, Universidad de…

Read More

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, California 92093, U.S.A. Leland McInnes leland.mcinnes@gmail.com Tutte Institute for Mathematics and Computing,…

Read More

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, Tokio 182-8585, Japan We consider…

Read More

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, Nueva York, Nueva York 10012, U.S.A. John Rinzel…

Read More

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, Nueva York, Nueva York 10010, U.S.A….

Read More

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…

Read More