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2024

Unit Publication
Millidge B
Song Y
Lak A
Walton ME
Bogacz R

Reward Bases: A simple mechanism for adaptive acquisition of multiple reward types.

2024. PLoS Comput Biol, 20(11)e1012580.

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PMC11614280
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2.38 MB
Unit Publication
Salvatori T
Song Y
Yordanov Y
Millidge B
Sha L
Emde C
Xu Z
Bogacz R
Lukasiewicz T

A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks

2024. The Twelveth International Conference on Learning Representations
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6.86 MB
Unit Publication
Song Y
Millidge B
Salvatori T
Lukasiewicz T
Xu Z
Bogacz R

Inferring neural activity before plasticity as a foundation for learning beyond backpropagation.

2024. Nat Neurosci, 27(2):348-358.

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PMC7615830
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1.83 MB

2023

Unit Publication
Millidge B
Song Y
Salvatori T
Lukasiewicz T
Bogacz R

A Theoretical Framework for Inference and Learning in Predictive Coding Networks

2023. The Eleventh International Conference on Learning Representations
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1.2 MB
Unit Publication
Millidge B
Song Y
Salvatori T
Lukasiewicz T
Bogacz R

Backpropagation at the Infinitesimal Inference Limit of Energy-Based Models: Unifying Predictive Coding, Equilibrium Propagation, and Contrastive Hebbian Learning

2023. The Eleventh International Conference on Learning Representations
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1.07 MB
Unit Publication
Tang M
Salvatori T
Millidge B
Song Y
Lukasiewicz T
Bogacz R

Recurrent predictive coding models for associative memory employing covariance learning.

2023. PLoS Comput Biol, 19(4)e1010719.

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PMC10132551
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2.24 MB

2022

Unit Publication
Salvatori T
Pinchetti L
Millidge B
Song Y
Bao T
Bogacz R
Lukasiewicz T

Learning on Arbitrary Graph Topologies via Predictive Coding

2022. Advances in Neural Information Processing Systems, 35, 38232-38244
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PMC7614467
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3.77 MB
Unit Publication
Millidge B
Salvatori T
Song Y
Lukasiewicz T
Bogacz R

Universal Hopfield Networks: A General Framework for Single-Shot Associative Memory Models

2022. Proceedings of the 39th International Conference on Machine Learning, PMLR 162:15561-15583
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PMC7614148
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2.93 MB
Unit Publication
Salvatori T
Song Y
Xu Z
Lukasiewicz T
Bogacz R

Reverse Differentiation via Predictive Coding

In Proceedings of the 36th AAAI Conference on Artificial Intelligence‚ AAAI 2022 ‚Vancouver, BC, Canada, February 22--March 1‚ 2022 (Vol. 10177, pp. 507-524). AAAI Press.
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1.19 MB

2021

Unit Publication
Salvatori T
Song Y
Hong Y
Sha L
Frieder S
Xu Z
Bogacz R
Lukasiewicz T

Associative Memories via Predictive Coding.

2021. Adv. Neural Inf. Process Syst., 34:3874-3886.
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PMC7612799
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2.18 MB

2020

Unit Publication
Song Y
Lukasiewicz T
Xu Z
Bogacz R

Can the Brain Do Backpropagation? -Exact Implementation of Backpropagation in Predictive Coding Networks.

2020. Adv Neural Inf Process Syst, 33:22566-22579.
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PMC7610561
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