Deep Learning without Weight Transport

10 April 2019

Papers citing "Deep Learning without Weight Transport"

30 / 80 papers shown

Title
Towards Biologically Plausible Convolutional Networks Roman Pogodin Yash Mehta Timothy Lillicrap P. Latham 26 22 0 22 Jun 2021
How to Train Your Wide Neural Network Without Backprop: An Input-Weight Alignment Perspective Akhilan Boopathy Ila Fiete 39 9 0 15 Jun 2021
Credit Assignment in Neural Networks through Deep Feedback Control Alexander Meulemans Matilde Tristany Farinha Javier García Ordónez Pau Vilimelis Aceituno João Sacramento Benjamin Grewe 31 35 0 15 Jun 2021
The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware Alpha Renner F. Sheldon Anatoly Zlotnik L. Tao A. Sornborger 21 36 0 13 Jun 2021
Convergence and Alignment of Gradient Descent with Random Backpropagation Weights Ganlin Song Ruitu Xu John D. Lafferty ODL 54 21 0 10 Jun 2021
Credit Assignment Through Broadcasting a Global Error Vector David G. Clark L. F. Abbott SueYeon Chung 25 23 0 08 Jun 2021
Neko: a Library for Exploring Neuromorphic Learning Rules Zixuan Zhao Nathan Wycoff N. Getty Rick L. Stevens Fangfang Xia 12 2 0 01 May 2021
Tightening the Biological Constraints on Gradient-Based Predictive Coding Nick Alonso Emre Neftci 27 7 0 30 Apr 2021
Meta-Learning Bidirectional Update Rules Mark Sandler Max Vladymyrov A. Zhmoginov Nolan Miller Andrew Jackson T. Madams Blaise Agüera y Arcas 27 15 0 10 Apr 2021
Brain-Inspired Learning on Neuromorphic Substrates Friedemann Zenke Emre Neftci 38 87 0 22 Oct 2020
Identifying Learning Rules From Neural Network Observables Aran Nayebi S. Srivastava Surya Ganguli Daniel L. K. Yamins 8 21 0 22 Oct 2020
Differentially Private Deep Learning with Direct Feedback Alignment Jaewoo Lee Daniel Kifer FedML 9 9 0 08 Oct 2020
Relaxing the Constraints on Predictive Coding Models Beren Millidge Alexander Tschantz A. Seth Christopher L. Buckley 23 23 0 02 Oct 2020
Event-Driven Visual-Tactile Sensing and Learning for Robots Tasbolat Taunyazov Weicong Sng H. See Brian Z. H. Lim Jethro Kuan Abdul Fatir Ansari Benjamin C. K. Tee Harold Soh 22 92 0 15 Sep 2020
Activation Relaxation: A Local Dynamical Approximation to Backpropagation in the Brain Beren Millidge Alexander Tschantz A. Seth Christopher L. Buckley ODL 25 16 0 11 Sep 2020
Biological credit assignment through dynamic inversion of feedforward networks William F. Podlaski C. Machens 13 19 0 10 Jul 2020
A Theoretical Framework for Target Propagation Alexander Meulemans Francesco S. Carzaniga Johan A. K. Suykens João Sacramento Benjamin Grewe AAML 27 77 0 25 Jun 2020
Direct Feedback Alignment Scales to Modern Deep Learning Tasks and Architectures Julien Launay Iacopo Poli Franccois Boniface Florent Krzakala 36 62 0 23 Jun 2020
Learning to Learn with Feedback and Local Plasticity Jack W Lindsey Ashok Litwin-Kumar CLL 34 32 0 16 Jun 2020
Kernelized information bottleneck leads to biologically plausible 3-factor Hebbian learning in deep networks Roman Pogodin P. Latham 24 34 0 12 Jun 2020
GAIT-prop: A biologically plausible learning rule derived from backpropagation of error Nasir Ahmad Marcel van Gerven L. Ambrogioni AAML 15 25 0 11 Jun 2020
Predictive Coding Approximates Backprop along Arbitrary Computation Graphs Beren Millidge Alexander Tschantz Christopher L. Buckley 30 118 0 07 Jun 2020
Scaling Equilibrium Propagation to Deep ConvNets by Drastically Reducing its Gradient Estimator Bias Axel Laborieux M. Ernoult B. Scellier Yoshua Bengio Julie Grollier D. Querlioz 8 69 0 06 Jun 2020
Overcoming the Weight Transport Problem via Spike-Timing-Dependent Weight Inference Nasir Ahmad L. Ambrogioni Marcel van Gerven 13 2 0 09 Mar 2020
Two Routes to Scalable Credit Assignment without Weight Symmetry D. Kunin Aran Nayebi Javier Sagastuy-Breña Surya Ganguli Jonathan M. Bloom Daniel L. K. Yamins 31 31 0 28 Feb 2020
Spike-based causal inference for weight alignment Jordan Guerguiev Konrad Paul Kording Blake A. Richards CML 22 23 0 03 Oct 2019
On the Adversarial Robustness of Neural Networks without Weight Transport Mohamed Akrout OOD AAML 10 9 0 09 Aug 2019
Principled Training of Neural Networks with Direct Feedback Alignment Julien Launay Iacopo Poli Florent Krzakala 19 35 0 11 Jun 2019
Learning to solve the credit assignment problem B. Lansdell P. Prakash Konrad Paul Kording 11 50 0 03 Jun 2019
Loss Landscapes of Regularized Linear Autoencoders D. Kunin Jonathan M. Bloom A. Goeva C. Seed 28 91 0 23 Jan 2019