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Publications

Predictive Coding Networks for Temporal Prediction

Millidge B. et al, (2024), PLoS Computational Biology

Bayesian confidence in optimal decisions

Calder-Travis J. et al, (2024), Psychological Review

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

Song Y. et al, (2023), Nature Neuroscience

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

BOGACZ R. et al, (2023), Nature Neuroscience

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

Calder-Travis J. et al, (2023), Journal of Mathematical Psychology

Dynamic modulation of subthalamic nucleus activity facilitates adaptive behavior.

Herz DM. et al, (2023), PLoS Biol, 21

Gambling on an empty stomach: Hunger modulates preferences for learned but not described risks.

van Swieten MMH. et al, (2023), Brain Behav, 13

Recurrent predictive coding models for associative memory employing covariance learning

BOGACZ R. et al, (2023), PLoS Computational Biology

How to entrain a selected neuronal rhythm but not others: open-loop dithered brain stimulation for selective entrainment.

Duchet B. et al, (2023), J Neural Eng, 20

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

Sermon JJ. et al, (2023), Brain Stimul, 16, 1412 - 1424

Dynamic control of decision and movement speed in the human basal ganglia

Herz DM. et al, (2022), Nature Communications, 13

Learning on Arbitrary Graph Topologies via Predictive Coding.

Salvatori T. et al, (2022), Adv Neural Inf Process Syst, 35, 38232 - 38244

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

Millidge B. et al, (2022), Proc Mach Learn Res, 162, 15561 - 15583

Conflict detection in a sequential decision task is associated with increased cortico-subthalamic coherence and prolonged subthalamic oscillatory response in the beta band.

Patai EZ. et al, (2022), J Neurosci

PAX-D: study protocol for a randomised placebo-controlled trial evaluating the efficacy and mechanism of pramipexole as add-on treatment for people with treatment resistant depression

Au-Yeung SK. et al, (2022), Evidence Based Mental Health, 25, 77 - 83

Uncertainty-guided learning with scaled prediction errors in the basal ganglia.

Möller M. et al, (2022), PLoS Comput Biol, 18

Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation?

Millidge B. et al, (2022), IJCAI International Joint Conference on Artificial Intelligence, 5538 - 5545

Hunger improves reinforcement-driven but not planned action.

van Swieten MMH. et al, (2021), Cogn Affect Behav Neurosci, 21, 1196 - 1206

Associative Memories via Predictive Coding

Salvatori T. et al, (2021)

A Normative Account of Confirmation Bias During Reinforcement Learning.

Lefebvre G. et al, (2021), Neural Comput, 1 - 31

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