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Predictive Coding Approximates Backprop along Arbitrary Computation Graphs

7 June 2020

Beren Millidge

Alexander Tschantz

Christopher L. Buckley

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

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Title
Hybrid Predictive Coding: Inferring, Fast and Slow Alexander Tschantz Beren Millidge A. Seth Christopher L. Buckley 197 49 0 05 Apr 2022
Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation?International Joint Conference on Artificial Intelligence (IJCAI), 2022 Beren Millidge Tommaso Salvatori Yuhang Song Rafal Bogacz Thomas Lukasiewicz AI4CE PINN 151 59 0 18 Feb 2022
Learning on Arbitrary Graph Topologies via Predictive CodingNeural Information Processing Systems (NeurIPS), 2022 Tommaso Salvatori Luca Pinchetti Beren Millidge Yuhang Song Tianyi Bao Rafal Bogacz Thomas Lukasiewicz 368 43 0 31 Jan 2022
Differentiable Generalised Predictive Coding André Ofner Sebastian Stober BDL AI4CE 150 1 0 02 Dec 2021
Predictive coding, precision and natural gradients André Ofner Raihan Kabir Ratul Suhita Ghosh Sebastian Stober 132 4 0 12 Nov 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 151 28 0 27 Oct 2021
Variational Predictive Routing with Nested Subjective TimescalesInternational Conference on Learning Representations (ICLR), 2021 Alexey Zakharov Qinghai Guo Zafeirios Fountas BDL AI4TS 125 10 0 21 Oct 2021
Associative Memories via Predictive Coding Tommaso Salvatori Yuhang Song Yujian Hong Simon Frieder Lei Sha Zhenghua Xu Rafal Bogacz Thomas Lukasiewicz 165 74 0 16 Sep 2021
Active Inference and Epistemic Value in Graphical ModelsFrontiers in Robotics and AI (Front. Robot. AI), 2021 T. V. D. Laar Magnus T. Koudahl Bart Van Erp Bert De Vries 173 6 0 01 Sep 2021
Predictive Coding: a Theoretical and Experimental Review Beren Millidge A. Seth Christopher L. Buckley AI4CE 354 158 0 27 Jul 2021
SoftHebb: Bayesian Inference in Unsupervised Hebbian Soft Winner-Take-All Networks Timoleon Moraitis Dmitry Toichkin Adrien Journé Yansong Chua Qinghai Guo AAML BDL 359 35 0 12 Jul 2021
Bayesian brains and the Rényi divergence Noor Sajid Francesco Faccio Lancelot Da Costa Thomas Parr Jürgen Schmidhuber Karl J. Friston 220 13 0 12 Jul 2021
On the relationship between predictive coding and backpropagationPLoS ONE (PLOS ONE), 2021 Robert Rosenbaum 322 35 0 20 Jun 2021
How to Train Your Wide Neural Network Without Backprop: An Input-Weight Alignment Perspective Akhilan Boopathy Ila Fiete 196 13 0 15 Jun 2021
Bilevel Programs Meet Deep Learning: A Unifying View on Inference Learning Methods Christopher Zach FedML 119 6 0 15 May 2021
Tightening the Biological Constraints on Gradient-Based Predictive CodingInternational Conference on Systems (ICONS), 2021 Nick Alonso Emre Neftci 149 9 0 30 Apr 2021
Bidirectional Interaction between Visual and Motor Generative Models using Predictive Coding and Active InferenceNeural Networks (NN), 2021 Louis Annabi Alexandre Pitti M. Quoy 257 11 0 19 Apr 2021
Reverse Differentiation via Predictive CodingAAAI Conference on Artificial Intelligence (AAAI), 2021 Tommaso Salvatori Yuhang Song Thomas Lukasiewicz Rafal Bogacz Zhenghua Xu PINN 290 27 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 161 25 0 05 Mar 2021
Fast On-Device Adaptation for Spiking Neural Networks via Online-Within-Online Meta-Learning Bleema Rosenfeld Bipin Rajendran Osvaldo Simeone OffRL 199 9 0 21 Feb 2021
Predictive coding feedback results in perceived illusory contours in a recurrent neural networkNeural Networks (NN), 2021 Zhaoyang Pang Callum Biggs O'May Bhavin Choksi R. V. Rullen 134 35 0 03 Feb 2021
Investigating the Scalability and Biological Plausibility of the Activation Relaxation Algorithm Beren Millidge Alexander Tschantz A. Seth Christopher L. Buckley 121 0 0 13 Oct 2020
Relaxing the Constraints on Predictive Coding Models Beren Millidge Alexander Tschantz A. Seth Christopher L. Buckley 205 24 0 02 Oct 2020
Activation Relaxation: A Local Dynamical Approximation to Backpropagation in the Brain Beren Millidge Alexander Tschantz A. Seth Christopher L. Buckley ODL 241 18 0 11 Sep 2020
Learning distant cause and effect using only local and immediate credit assignmentIEEE International Joint Conference on Neural Network (IJCNN), 2019 D. Rawlinson Abdelrahman Ahmed Gideon Kowadlo 162 3 0 28 May 2019