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2021

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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2.89 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
Unit Publication
Groschner LN
Chan Wah Hak L
Bogacz R
DasGupta S
Miesenböck G

Dendritic Integration of Sensory Evidence in Perceptual Decision-Making.

2018. Cell, 173(4):894-905.
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PMC5947940
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11.31 MB
Unit Publication
Herz DM
Little S
Pedrosa D
Tinkhauser G
Cheeran B
Foltynie T
Bogacz R
Brown P

Mechanisms Underlying Decision-Making as Revealed by Deep-Brain Stimulation in Patients with Parkinson's Disease.

2018. Curr. Biol., 28(8):1169-1178.e6.
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PMC5912902
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2.66 MB

2017

Unit Publication
Grogan J
Tsivos D
Smith L
Knight BE
Bogacz R
Whone AL
Coulthard EJ

Effects of dopamine on reinforcement learning and consolidation in Parkinson's disease.

2017. eLife;6:e26801
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PMC5531832
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1.21 MB
Unit Publication
Malhotra G
Leslie DS
Ludwig CJ
Bogacz R

Overcoming indecision by changing the decision boundary.

2017.J Exp Psychol Gen, 146(6):776-805.

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PMC5459222
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3.9 MB
Unit Publication
Gillies MJ
Hyam JA
Weiss AR
Antoniades CA
Bogacz R
Fitzgerald JJ
Aziz TZ
Whittington MA
Green AL

The Cognitive Role of the Globus Pallidus interna; Insights from Disease States.

2017.Exp Brain Res, 235(5):1455-1465.

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PMC5380693
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3.97 MB
Unit Publication
Whittington JCR
Bogacz R

An Approximation of the Error Backpropagation Algorithm in a Predictive Coding Network with Local Hebbian Synaptic Plasticity.

2017.Neural Comput, 29(5):1229-1262.
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PMC5467749
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875.14 KB
Unit Publication
Bogacz R

A tutorial on the free-energy framework for modelling perception and learning.

2017.J Math Psychol, 76(Pt B):198-211.

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PMC5341759
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666.05 KB
Unit Publication
Herz DM
Tan H
Brittain JS
Fischer P
Cheeran B
Green AL
Fitzgerald J
Aziz TZ
Ashkan K
Little S
Foltynie T
Limousin P
Zrinzo L
Bogacz R
Brown P

Distinct mechanisms mediate speed-accuracy adjustments in cortico-subthalamic networks.

2017. eLife, 6:e21481
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PMC5287713
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3.47 MB
Unit Publication
Kurzawa N
Summerfield C
Bogacz R

Neural Circuits Trained with Standard Reinforcement Learning Can Accumulate Probabilistic Information during Decision Making.

2017.Neural Comput, 29(2):368-393.

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PMC5462093
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772.46 KB

2016

Unit Publication
Mikhael JG
Bogacz R

Learning Reward Uncertainty in the Basal Ganglia.

2016.PLoS Comput. Biol., 12(9):e1005062.

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PMC5010205
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2.15 MB
Unit Publication
Bogacz R
Martin Moraud E
Abdi A
Magill PJ
Baufreton J

Properties of Neurons in External Globus Pallidus Can Support Optimal Action Selection.

2016.PLoS Comput. Biol., 12(7):e1005004.
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PMC4936724
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2.62 MB
Unit Publication
Herz DM
Zavala B
Bogacz R
Brown P

Neural Correlates of Decision Thresholds in the Human Subthalamic Nucleus.

2016.Curr. Biol., 26(7):916-20.

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PMC4826434
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1.35 MB