A Hebbian/Anti-Hebbian Neural Network for Linear Subspace Learning: A Derivation from Multidimensional Scaling of Streaming Data

2 March 2015

Papers citing "A Hebbian/Anti-Hebbian Neural Network for Linear Subspace Learning: A Derivation from Multidimensional Scaling of Streaming Data"

29 / 29 papers shown

Title
Training Large Neural Networks With Low-Dimensional Error Feedback Maher Hanut Jonathan Kadmon 139 1 0 27 Feb 2025
Oja's plasticity rule overcomes several challenges of training neural networks under biological constraints Navid Shervani-Tabar Marzieh Alireza Mirhoseini Robert Rosenbaum AAML AI4CE 126 0 0 15 Aug 2024
Duality Principle and Biologically Plausible Learning: Connecting the Representer Theorem and Hebbian Learning Yanis Bahroun D. Chklovskii Anirvan M. Sengupta 57 0 0 02 Aug 2023
Synaptic Plasticity Models and Bio-Inspired Unsupervised Deep Learning: A Survey Gabriele Lagani Fabrizio Falchi Claudio Gennaro Giuseppe Amato AAML 116 7 0 30 Jul 2023
Unsupervised 3D Object Learning through Neuron Activity aware Plasticity Beomseok Kang Biswadeep Chakraborty Saibal Mukhopadhyay 69 2 0 22 Feb 2023
Disentanglement with Biological Constraints: A Theory of Functional Cell Types James C. R. Whittington W. Dorrell Surya Ganguli Timothy Edward John Behrens 92 52 0 30 Sep 2022
Constrained Parameter Inference as a Principle for Learning Nasir Ahmad Ellen Schrader Marcel van Gerven 74 10 0 22 Mar 2022
Neural optimal feedback control with local learning rules Johannes Friedrich Siavash Golkar Shiva Farashahi A. Genkin Anirvan M. Sengupta D. Chklovskii 39 13 0 12 Nov 2021
Hebbian Semi-Supervised Learning in a Sample Efficiency Setting Gabriele Lagani Fabrizio Falchi Claudio Gennaro Giuseppe Amato SSL 79 22 0 16 Mar 2021
PyTorch-Hebbian: facilitating local learning in a deep learning framework Jules Talloen J. Dambre Alexander Vandesompele SSL 53 4 0 31 Jan 2021
Training Convolutional Neural Networks With Hebbian Principal Component Analysis Gabriele Lagani Giuseppe Amato Fabrizio Falchi Claudio Gennaro 33 4 0 22 Dec 2020
ODE-Inspired Analysis for the Biological Version of Oja's Rule in Solving Streaming PCA Chi-Ning Chou Mien Brabeeba Wang 81 8 0 04 Nov 2019
Structured and Deep Similarity Matching via Structured and Deep Hebbian Networks D. Obeid Hugo Ramambason Cengiz Pehlevan FedML 67 20 0 11 Oct 2019
Local Unsupervised Learning for Image Analysis Leopold Grinberg J. Hopfield Dmitry Krotov SSL 67 18 0 14 Aug 2019
Neuroscience-inspired online unsupervised learning algorithms Cengiz Pehlevan D. Chklovskii 96 55 0 05 Aug 2019
A system of different layers of abstraction for artificial intelligence Alexander Serb T. Prodromakis AI4CE 31 6 0 22 Jul 2019
A Spiking Neural Network with Local Learning Rules Derived From Nonnegative Similarity Matching Cengiz Pehlevan 83 18 0 04 Feb 2019
Biologically Plausible Online Principal Component Analysis Without Recurrent Neural Dynamics Victor Minden Cengiz Pehlevan D. Chklovskii 51 10 0 16 Oct 2018
Efficient Principal Subspace Projection of Streaming Data Through Fast Similarity Matching Andrea Giovannucci Victor Minden Cengiz Pehlevan D. Chklovskii 46 7 0 06 Aug 2018
Unsupervised Learning by Competing Hidden Units Dmitry Krotov J. Hopfield SSL 102 169 0 26 Jun 2018
Blind nonnegative source separation using biological neural networks Cengiz Pehlevan S. Mohan D. Chklovskii 130 39 0 01 Jun 2017
Born to Learn: the Inspiration, Progress, and Future of Evolved Plastic Artificial Neural Networks Andrea Soltoggio Kenneth O. Stanley S. Risi AI4CE 107 137 0 30 Mar 2017
Why do similarity matching objectives lead to Hebbian/anti-Hebbian networks? Cengiz Pehlevan Anirvan M. Sengupta D. Chklovskii 70 79 0 23 Mar 2017
Self-calibrating Neural Networks for Dimensionality Reduction Yuansi Chen Cengiz Pehlevan D. Chklovskii 45 1 0 11 Dec 2016
Dimensionality-Dependent Generalization Bounds for $k$ -Dimensional Coding Schemes Tongliang Liu Dacheng Tao Dong Xu 164 56 0 03 Jan 2016
Optimization theory of Hebbian/anti-Hebbian networks for PCA and whitening Cengiz Pehlevan D. Chklovskii 77 17 0 30 Nov 2015
A Normative Theory of Adaptive Dimensionality Reduction in Neural Networks Cengiz Pehlevan D. Chklovskii 70 54 0 30 Nov 2015
A Hebbian/Anti-Hebbian Network for Online Sparse Dictionary Learning Derived from Symmetric Matrix Factorization Tao Hu Cengiz Pehlevan D. Chklovskii 96 34 0 02 Mar 2015
A Hebbian/Anti-Hebbian Network Derived from Online Non-Negative Matrix Factorization Can Cluster and Discover Sparse Features Cengiz Pehlevan D. Chklovskii 81 45 0 02 Mar 2015