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2023

Unit Paper
West TO
Duchet B
Farmer SF
Friston KJ
Cagnan H

When do bursts matter in the primary motor cortex? Investigating changes in the intermittencies of beta rhythms associated with movement states.

2023. Prog Neurobiol, 221:102397.

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PMC7614511
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7.42 MB

2022

Unit Paper
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 Paper
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 Paper
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 Paper
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 Paper
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 Paper
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 Paper
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

2021

Unit Paper
Zamora M
Meller S
Kajin F
Sermon JJ
Toth R
Benjaber M
Dijk DJ
Bogacz R
Worrell G
Valentin A
Duchet B
Volk HA
Denison T

Case Report: Embedding "Digital Chronotherapy" Into Medical Devices-A Canine Validation for Controlling Status Epilepticus Through Multi-Scale Rhythmic Brain Stimulation.

2021. Front Neurosci, 15:734265.

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PMC8498587
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1.97 MB
Unit Paper
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
Unit Paper
van Swieten MMH
Bogacz R
Manohar S

Hunger improves reinforcement-driven but not planned action.

2021. Cogn Affect Behav Neurosci, 21(6):1196-1206.

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PMC8563670
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1.12 MB
Unit Paper
Oswal A
Cao C
Yeh CH
Neumann WJ
Gratwicke J
Akram H
Horn A
Li D
Zhan S
Zhang C
Wang Q
Zrinzo L
Foltynie T
Limousin P
Bogacz R
Sun B
Husain M
Brown P
Litvak V

Neural signatures of hyperdirect pathway activity in Parkinson's disease.

2021. Nat Commun, 12(1):5185.

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PMC8408177
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4.16 MB
Unit Paper
Moeller M
Grohn J
Manohar S
Bogacz R

An association between prediction errors and risk-seeking: Theory and behavioral evidence.

2021. PLoS Comput Biol, 17(7)e1009213.

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PMC8318232
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1.58 MB
Unit Paper
Weerasinghe G
Duchet B
Bick C
Bogacz R

Optimal closed-loop deep brain stimulation using multiple independently controlled contacts

2021. PLoS Comput. Biol., 17(8):e1009281.
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PMC8405008
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3.01 MB
Unit Paper
Duchet B
Ghezzi F
Weerasinghe G
Tinkhauser G
Kühn AA
Brown P
Bick C
Bogacz R

Average beta burst duration profiles provide a signature of dynamical changes between the ON and OFF medication states in Parkinson's disease.

2021. PLoS Comput Biol, 17(7)e1009116.

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PMC8263069
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4.04 MB
Unit Paper
Duchet B
Weerasinghe G
Bick C
Bogacz R

Optimizing deep brain stimulation based on isostable amplitude in essential tremor patient models.

2021. J Neural Eng, 18(4):046023.

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PMC7610712
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2.97 MB

2020

Unit Paper
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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635.93 KB
Unit Paper
Bogacz R

Dopamine role in learning and action inference.

2020. eLife, 9:e53262
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PMC7392608
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1.42 MB
Unit Paper
van Swieten MMH
Bogacz R

Modeling the effects of motivation on choice and learning in the basal ganglia.

2020. PLoS Comput. Biol., 16(5):e1007465.
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PMC7274475
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1.8 MB
Unit Paper
Duchet B
Weerasinghe G
Cagnan H
Brown P
Bick C
Bogacz R

Phase-dependence of response curves to deep brain stimulation and their relationship: from essential tremor patient data to a Wilson-Cowan model.

2020. J. Math. Neurosci., 10(1):4.
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PMC7105566
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4.54 MB

2019

Unit Paper
Richards BA
Lillicrap TP
Beaudoin P
Bengio Y
Bogacz R
Christensen A
Clopath C
Costa RP
de Berker A
Ganguli S
Gillon CJ
Hafner D
Kepecs A
Kriegeskorte N
Latham P
Lindsay GW
Miller KD
Naud R
Pack CC
Poirazi P
Roelfsema P
Sacramento J
Saxe A
Scellier B
Schapiro AC
Senn W
Wayne G
Yamins D
Zenke F
Zylberberg J
Therien D
Kording KP

A deep learning framework for neuroscience.

2019. Nat. Neurosci., 22:1761-1770.
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PMC7115933
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1.71 MB
Unit Paper
Weerasinghe G
Duchet B
Cagnan H
Brown P
Bick C
Bogacz R

Predicting the effects of deep brain stimulation using a reduced coupled oscillator model.

2019. PLoS Comput. Biol., 15(8):e1006575.
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PMC6701819
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2.63 MB
Unit Paper
Möller M
Bogacz R

Learning the payoffs and costs of actions.

2019. PLoS Comput. Biol., 15(2):e1006285.
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PMC6413954
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2.97 MB
Unit Paper
Whittington JCR
Bogacz R

Theories of Error Back-Propagation in the Brain.

2019. Trends Cogn. Sci., 23, 235-250
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PMC6382460
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2.21 MB

2018

Unit Paper
Moraud EM
Tinkhauser G
Agrawal M
Brown P
Bogacz R

Predicting beta bursts from local field potentials to improve closed-loop DBS paradigms in Parkinson’s patients

2018. Conf Proc IEEE Eng Med Biol Soc., 2018:3766-3769
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PMC6277014
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1.41 MB