Papers

2024

Millidge B, Tang M, Osanlouy M, Harper NS, Bogacz R

Predictive coding networks for temporal prediction.

2024. PLoS Comput Biol, 20(4)e1011183.

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PMC11008833

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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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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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2023

Tang M, Barron HC, Bogacz R

Sequential Memory with Temporal Predictive Coding.

2023. Adv Neural Inf Process Syst, 36:44341-44355.

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PMC7615819

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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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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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Calder-Travis J, Bogacz R, Yeung N

Expressions for Bayesian confidence of drift diffusion observers in fluctuating stimuli tasks

2023, Journal of Mathematical Psychology, 117, 102815

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PMC7615478

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Sermon JJ, Olaru M, Anso J, Cernera S, Little S, Shcherbakova M, Bogacz R, Starr P, Denison T, Duchet B

Sub-harmonic entrainment of cortical gamma oscillations to deep brain stimulation in Parkinson's disease: Model based predictions and validation in three human subjects.

2023. Brain Stimul, 16(5):1412-1424.

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PMC10635843

Herz DM, Bange M, Gonzalez-Escamilla G, Auer M, Muthuraman M, Glaser M, Bogacz R, Pogosyan A, Tan H, Groppa S, Brown P

Dynamic modulation of subthalamic nucleus activity facilitates adaptive behavior.

2023. PLoS Biol, 21(6)e3002140.

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PMC10234560

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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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