Displaying 1 - 25 of 67
Filter by tag

Publication Type

Group

Year

Author

2025

Unit Publication
Liebana S
Laffere A
Toschi C
Schilling L
Moretti J
Podlaski J
Fritsche M
Zatka-Haas P
Li Y
Bogacz R
Saxe A
Lak A

Dopamine encodes deep network teaching signals for individual learning trajectories.

2025. Cell (e-Pub ahead of print).

Full Text PDF
6.03 MB
Unit Publication
Mirkhani N
McNamara CG
Oliviers G
Sharott A
Duchet B
Bogacz R

Response of neuronal populations to phase-locked stimulation: model-based predictions and validation.

2025. J Neurosci, 45(15):e2269242025
Free Full Text at Europe PMC
PMC11984083
Full Text PDF
3.55 MB

2024

Unit Publication
Duchet B
Bogacz R
Tinkhauser G
Averna A
Nilchian P

Patent Application: Neural source localisation for optimisation of deep brain stimulation

WO/2024/157001
Full Text PDF
7.51 MB
Unit Publication
Calder-Travis J
Charles L
Bogacz R
Yeung N

Bayesian confidence in optimal decisions.

2024. Psychol Rev, 131(5):1114-1160.

Free Full Text at Europe PMC
PMC7617410
Full Text PDF
4.13 MB
Unit Publication
Millidge B
Song Y
Lak A
Walton ME
Bogacz R

Reward Bases: A simple mechanism for adaptive acquisition of multiple reward types.

2024. PLoS Comput Biol, 20(11)e1012580.

Free Full Text at Europe PMC
PMC11614280
Full Text PDF
2.38 MB
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.

Free Full Text at Europe PMC
PMC11524488
Full Text PDF
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.

Free Full Text at Europe PMC
PMC11330509
Full Text PDF
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).

Free Full Text at Europe PMC
PMC7616267
Full Text PDF
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.

Free Full Text at Europe PMC
PMC11051659
Full Text PDF
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.

Free Full Text at Europe PMC
PMC11008833
Full Text PDF
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
Full Text PDF
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
Full Text PDF
6.86 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.

Free Full Text at Europe PMC
PMC7615830
Full Text PDF
6.65 MB

2023

Unit Publication
Tang M
Barron HC
Bogacz R

Sequential Memory with Temporal Predictive Coding.

2023. Adv Neural Inf Process Syst, 36:44341-44355.

Free Full Text at Europe PMC
PMC7615819
Full Text PDF
3.68 MB
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
Full Text PDF
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
Full Text PDF
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
Free Full Text at Europe PMC
PMC7615478
Full Text PDF
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.

Free Full Text at Europe PMC
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.

Free Full Text at Europe PMC
PMC10234560
Full Text PDF
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.

Free Full Text at Europe PMC
PMC10132551
Full Text PDF
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.

Free Full Text at Europe PMC
PMC10176009
Full Text PDF
974.4 KB
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).

Free Full Text at Europe PMC
PMC7614323
Full Text PDF
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
Free Full Text at Europe PMC
PMC7614467
Full Text PDF
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
Free Full Text at Europe PMC
PMC7614148
Full Text PDF
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.

Free Full Text at Europe PMC
PMC9729212
Full Text PDF
2.48 MB