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2022

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

2021

Unit Publication
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 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
Unit Publication
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 Publication
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 Publication
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 Publication
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 Publication
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 Publication
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 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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635.93 KB
Unit Publication
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 Publication
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 Publication
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 Publication
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 Publication
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 Publication
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 Publication
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 Publication
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
Unit Publication
Cieślak PE
Ahn WY
Bogacz R
Rodriguez Parkitna J

Selective Effects of the Loss of NMDA or mGluR5 Receptors in the Reward System on Adaptive Decision-Making.

2018. eNeuro. 5(4):e0331-18.2018
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PMC6175304
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2.25 MB
Unit Publication
Malhotra G
Leslie DS
Ludwig CJ
Bogacz R

Time-varying decision boundaries: insights from optimality analysis.

2018.Psychon Bull Rev, 25(3):971-996.
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PMC5990589
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2.92 MB
Unit Publication
Leimbach F
Georgiev D
Litvak V
Antoniades C
Limousin P
Jahanshahi M
Bogacz R

Deep Brain Stimulation of the Subthalamic Nucleus Does Not Affect the Decrease of Decision Threshold during the Choice Process When There Is No Conflict, Time Pressure, or Reward.

2018.J Cogn Neurosci, 30(6):876-884.
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PMC6037388
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373.81 KB