Predictive Coding Approximates Backprop along Arbitrary Computation Graphs

7 June 2020

Papers citing "Predictive Coding Approximates Backprop along Arbitrary Computation Graphs"

25 / 25 papers shown

Title
Future-Guided Learning: A Predictive Approach To Enhance Time-Series Forecasting Skye Gunasekaran Assel Kembay Hugo J. Ladret Rui-Jie Zhu Laurent Udo Perrinet Omid Kavehei Jason Eshraghian AI4TS 34 0 0 19 Oct 2024
A Unified Framework for Neural Computation and Learning Over Time S. Melacci Alessandro Betti Michele Casoni Tommaso Guidi Matteo Tiezzi Marco Gori AI4TS 28 0 0 18 Sep 2024
Brain-like Flexible Visual Inference by Harnessing Feedback-Feedforward Alignment Tahereh Toosi Elias B. Issa 14 2 0 31 Oct 2023
Confidence and second-order errors in cortical circuits Arno Granier Yixuan Zhang Walter Senn Dong Yu 16 1 0 27 Sep 2023
Biologically-Motivated Learning Model for Instructed Visual Processing R. Abel S. Ullman 20 0 0 04 Jun 2023
A General Framework for Interpretable Neural Learning based on Local Information-Theoretic Goal Functions Abdullah Makkeh Marcel Graetz Andreas C. Schneider David A. Ehrlich V. Priesemann Michael Wibral 44 1 0 03 Jun 2023
A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks Tommaso Salvatori Yuhang Song Yordan Yordanov Beren Millidge Zheng R. Xu Lei Sha Cornelius Emde Rafal Bogacz Thomas Lukasiewicz 24 10 0 16 Nov 2022
Predictive Coding beyond Gaussian Distributions Luca Pinchetti Tommaso Salvatori Yordan Yordanov Beren Millidge Yuhang Song Thomas Lukasiewicz UQCV BDL 27 11 0 07 Nov 2022
On the Relationship Between Variational Inference and Auto-Associative Memory Louis Annabi Alexandre Pitti M. Quoy BDL 22 5 0 14 Oct 2022
Hebbian Deep Learning Without Feedback Adrien Journé Hector Garcia Rodriguez Qinghai Guo Timoleon Moraitis AAML 18 48 0 23 Sep 2022
A Theoretical Framework for Inference and Learning in Predictive Coding Networks Beren Millidge Yuhang Song Tommaso Salvatori Thomas Lukasiewicz Rafal Bogacz 24 12 0 21 Jul 2022
The Free Energy Principle drives neuromorphic development C. Fields Karl J. Friston J. Glazebrook Michael Levin A. Marcianò 27 14 0 20 Jul 2022
Short-Term Plasticity Neurons Learning to Learn and Forget Hector Garcia Rodriguez Qinghai Guo Timoleon Moraitis 13 12 0 28 Jun 2022
Hybrid Predictive Coding: Inferring, Fast and Slow Alexander Tschantz Beren Millidge A. Seth Christopher L. Buckley 19 36 0 05 Apr 2022
Learning on Arbitrary Graph Topologies via Predictive Coding Tommaso Salvatori Luca Pinchetti Beren Millidge Yuhang Song Tianyi Bao Rafal Bogacz Thomas Lukasiewicz 30 33 0 31 Jan 2022
Associative Memories via Predictive Coding Tommaso Salvatori Yuhang Song Yujian Hong Simon Frieder Lei Sha Zhenghua Xu Rafal Bogacz Thomas Lukasiewicz 16 61 0 16 Sep 2021
SoftHebb: Bayesian Inference in Unsupervised Hebbian Soft Winner-Take-All Networks Timoleon Moraitis Dmitry Toichkin Adrien Journé Yansong Chua Qinghai Guo AAML BDL 68 28 0 12 Jul 2021
On the relationship between predictive coding and backpropagation Robert Rosenbaum 17 28 0 20 Jun 2021
How to Train Your Wide Neural Network Without Backprop: An Input-Weight Alignment Perspective Akhilan Boopathy Ila Fiete 16 9 0 15 Jun 2021
Tightening the Biological Constraints on Gradient-Based Predictive Coding Nick Alonso Emre Neftci 11 7 0 30 Apr 2021
Bidirectional Interaction between Visual and Motor Generative Models using Predictive Coding and Active Inference Louis Annabi Alexandre Pitti M. Quoy 16 10 0 19 Apr 2021
Reverse Differentiation via Predictive Coding Tommaso Salvatori Yuhang Song Thomas Lukasiewicz Rafal Bogacz Zhenghua Xu PINN 14 26 0 08 Mar 2021
Predictive Coding Can Do Exact Backpropagation on Convolutional and Recurrent Neural Networks Tommaso Salvatori Yuhang Song Thomas Lukasiewicz Rafal Bogacz Zhenghua Xu PINN 13 24 0 05 Mar 2021
Predictive coding feedback results in perceived illusory contours in a recurrent neural network Zhaoyang Pang Callum Biggs O'May Bhavin Choksi R. V. Rullen 11 30 0 03 Feb 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 226 4,453 0 23 Jan 2020