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2024

Unit Publication
Oliviers G
Bogacz R
Meulemans A

Learning probability distributions of sensory inputs with Monte Carlo predictive coding.

2024. PLoS Comput Biol, 20(10)e1012532.

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PMC11524488
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3.16 MB
Unit Publication
Fritsche M
Majumdar A
Strickland LAM
Liebana Garcia S
Bogacz R
Lak A

Temporal regularities shape perceptual decisions and striatal dopamine signals.

2024. Nat Commun, 15(1):7093.

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PMC11330509
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1.07 MB
Unit Publication
Duchet B
Bogacz R

How to design optimal brain stimulation to modulate phase-amplitude coupling?

2024. J Neural Eng, 21(4).

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PMC7616267
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7.16 MB
Unit Publication
Wang Y
Lak A
Manohar S
Bogacz R

Dopamine encoding of novelty facilitates efficient uncertainty-driven exploration.

2024. PLoS Comput Biol, 20(4)e1011516.

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PMC11051659
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1.49 MB
Unit Publication
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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2.51 MB
Unit Publication
Duchet B
Denison T
Bogacz R

Patent Application: Selective Entrainment of Neural Rhythms by Neural Stimulation

2024. WO/2024/003537
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3.98 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
Tang M
Barron HC
Bogacz R

Sequential Memory with Temporal Predictive Coding

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PMC7615819
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3.68 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
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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1.14 MB
Unit Publication
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
Unit Publication
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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2.88 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
Unit Publication
van Swieten MMH
Bogacz R
Manohar S

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

2023. Brain Behav, 13(5)e2978.

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PMC10176009
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Unit Publication
Duchet B
Sermon JJ
Weerasinghe G
Denison T
Bogacz R

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

2023. J Neural Eng, 20(2).

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PMC7614323
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5.75 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
Herz DM
Bange M
Gonzalez-Escamilla G
Auer M
Ashkan K
Fischer P
Tan H
Bogacz R
Muthuraman M
Groppa S
Brown P

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

2022. Nat Commun, 13(1):7530.

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PMC9729212
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2.48 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
Unit Publication
Patai EZ
Foltynie T
Limousin P
Akram H
Zrinzo L
Bogacz R
Litvak V

Conflict Detection in a Sequential Decision Task Is Associated with Increased Cortico-Subthalamic Coherence and Prolonged Subthalamic Oscillatory Response in the β Band.

2022. J Neurosci, 42(23):4681-4692.

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PMC9186803
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2.15 MB
Unit Publication
Möller M
Manohar S
Bogacz R

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

2022. PLoS Comput Biol, 18(5)e1009816.

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PMC9182698
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1.21 MB
Unit Publication
Weerasinghe G
Bogacz R

Patent Application: Deep brain stimulation

2022. WO/2022/029445
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3.95 MB
Unit Publication
Lefebvre G
Summerfield C
Bogacz R

A Normative Account of Confirmation Bias During Reinforcement Learning.

2022. Neural Comput, 34(2):307-337.

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PMC7612695
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3.08 MB