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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