Two Routes to Scalable Credit Assignment without Weight Symmetry

Two Routes to Scalable Credit Assignment without Weight Symmetry

28 February 2020

Javier Sagastuy-Breña

Jonathan M. Bloom

Daniel L. K. Yamins

Papers citing "Two Routes to Scalable Credit Assignment without Weight Symmetry"

12 / 12 papers shown

Title
Oja's plasticity rule overcomes several challenges of training neural networks under biological constraints Navid Shervani-Tabar Marzieh Alireza Mirhoseini Robert Rosenbaum AAML AI4CE 39 0 0 15 Aug 2024
Brain-like Flexible Visual Inference by Harnessing Feedback-Feedforward Alignment Tahereh Toosi Elias B. Issa 19 2 0 31 Oct 2023
Meta-Learning Biologically Plausible Plasticity Rules with Random Feedback Pathways Navid Shervani-Tabar Robert Rosenbaum AI4CE 42 13 0 28 Oct 2022
Towards Scaling Difference Target Propagation by Learning Backprop Targets M. Ernoult Fabrice Normandin A. Moudgil Sean Spinney Eugene Belilovsky Irina Rish Blake A. Richards Yoshua Bengio 19 28 0 31 Jan 2022
Target Propagation via Regularized Inversion Vincent Roulet Zaïd Harchaoui BDL AAML 19 4 0 02 Dec 2021
Latent Equilibrium: A unified learning theory for arbitrarily fast computation with arbitrarily slow neurons Paul Haider B. Ellenberger Laura Kriener Jakob Jordan Walter Senn Mihai A. Petrovici 16 24 0 27 Oct 2021
On the relationship between predictive coding and backpropagation Robert Rosenbaum 27 28 0 20 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 28 35 0 15 Jun 2021
Tightening the Biological Constraints on Gradient-Based Predictive Coding Nick Alonso Emre Neftci 24 7 0 30 Apr 2021
Training Deep Architectures Without End-to-End Backpropagation: A Survey on the Provably Optimal Methods Shiyu Duan José C. Príncipe MQ 25 3 0 09 Jan 2021
Direct Feedback Alignment Scales to Modern Deep Learning Tasks and Architectures Julien Launay Iacopo Poli Franccois Boniface Florent Krzakala 33 62 0 23 Jun 2020
Learning to Learn with Feedback and Local Plasticity Jack W Lindsey Ashok Litwin-Kumar CLL 31 31 0 16 Jun 2020