Rafal Bogacz

Rafal Bogacz

University of Oxford

H-index: 47

Europe-United Kingdom

About Rafal Bogacz

Rafal Bogacz, With an exceptional h-index of 47 and a recent h-index of 40 (since 2020), a distinguished researcher at University of Oxford, specializes in the field of Computational neuroscience, Machine Learning, Basal ganglia.

His recent articles reflect a diverse array of research interests and contributions to the field:

Learning probability distributions of sensory inputs with Monte Carlo Predictive Coding

Dopamine encoding of novelty facilitates efficient uncertainty-driven exploration

Predictive coding networks for temporal prediction

How to design optimal brain stimulation to modulate phase-amplitude coupling?

Associative Memories in the Feature Space

Bayesian confidence in optimal decisions

Sequential memory with temporal predictive coding

Inferring neural activity before plasticity as a foundation for learning beyond backpropagation

Rafal Bogacz Information

University

Position

MRC Brain Network Dynamics Unit at the

Citations(all)

11972

Citations(since 2020)

6402

Cited By

7958

hIndex(all)

47

hIndex(since 2020)

40

i10Index(all)

93

i10Index(since 2020)

78

Email

University Profile Page

University of Oxford

Google Scholar

View Google Scholar Profile

Rafal Bogacz Skills & Research Interests

Computational neuroscience

Machine Learning

Basal ganglia

Top articles of Rafal Bogacz

Title

Journal

Author(s)

Publication Date

Learning probability distributions of sensory inputs with Monte Carlo Predictive Coding

bioRxiv

Gaspard Oliviers

Rafal Bogacz

Alexander Meulemans

2024

Dopamine encoding of novelty facilitates efficient uncertainty-driven exploration

PLOS Computational Biology

Yuhao Wang

Armin Lak

Sanjay G Manohar

Rafal Bogacz

2024/4/16

Predictive coding networks for temporal prediction

PLOS Computational Biology

Beren Millidge

Mufeng Tang

Mahyar Osanlouy

Nicol S Harper

Rafal Bogacz

2024/4/1

How to design optimal brain stimulation to modulate phase-amplitude coupling?

bioRxiv

Benoit Duchet

Rafal Bogacz

2024

Associative Memories in the Feature Space

arXiv preprint arXiv:2402.10814

Tommaso Salvatori

Beren Millidge

Yuhang Song

Rafal Bogacz

Thomas Lukasiewicz

2024/2/16

Bayesian confidence in optimal decisions

Psychological Review

Joshua Calder-Travis

Lucie Charles

Rafal Bogacz

Nick Yeung

2024

Sequential memory with temporal predictive coding

Advances in Neural Information Processing Systems

Mufeng Tang

Helen Barron

Rafal Bogacz

2024/2/13

Inferring neural activity before plasticity as a foundation for learning beyond backpropagation

Nature Neuroscience

Yuhang Song

Beren Millidge

Tommaso Salvatori

Thomas Lukasiewicz

Zhenghua Xu

...

2024/1/3

Recurrent predictive coding models for associative memory employing covariance learning

PLoS computational biology

Mufeng Tang

Tommaso Salvatori

Beren Millidge

Yuhang Song

Thomas Lukasiewicz

...

2023/4/14

Modeling Recognition Memory with Predictive Coding and Hopfield Networks

Tianjin Li

Mufeng Tang

Rafal Bogacz

2023/11/26

How to entrain a selected neuronal rhythm but not others: open-loop dithered brain stimulation for selective entrainment

Journal of neural engineering

Benoit Duchet

James J Sermon

Gihan Weerasinghe

Timothy Denison

Rafal Bogacz

2023/3/7

Sub-harmonic entrainment of cortical gamma oscillations to deep brain stimulation in Parkinson's disease: Model based predictions and validation in three human subjects

Brain Stimulation

James J Sermon

Maria Olaru

Juan Ansó

Stephanie Cernera

Simon Little

...

2023/9/1

Deep brain stimulation

Julia P Slopsema

Matthew D Johnson

2017

Striatal dopamine reflects individual long-term learning trajectories

bioRxiv

Samuel Liebana Garcia

Aeron Laffere

Chiara Toschi

Louisa Schilling

Jacek Podlaski

...

2023

Temporal regularities shape perceptual decisions and striatal dopamine signals

bioRxiv

Matthias Fritsche

Antara Majumdar

Lauren Strickland

Samuel Liebana Garcia

Rafal Bogacz

...

2023

Dynamic modulation of subthalamic nucleus activity facilitates adaptive behavior

PLoS Biology

Damian M Herz

Manuel Bange

Gabriel Gonzalez-Escamilla

Miriam Auer

Muthuraman Muthuraman

...

2023/6/1

Reward-bases: dopaminergic mechanisms for adaptive acquisition of multiple reward types

BioRxiv

Beren Gray Millidge

Yuhang Song

Armin Lak

Mark E Walton

Rafal Bogacz

2023

Expressions for Bayesian confidence of drift diffusion observers in fluctuating stimuli tasks

Journal of mathematical psychology

Joshua Calder-Travis

Rafal Bogacz

Nick Yeung

2023/12/1

Gambling on an empty stomach: Hunger modulates preferences for learned but not described risks

Brain and Behavior

Maaike MH Van Swieten

Rafal Bogacz

Sanjay G Manohar

2023/5

Dynamic control of decision and movement speed in the human basal ganglia

Nature Communications

Damian M Herz

Manuel Bange

Gabriel Gonzalez-Escamilla

Miriam Auer

Keyoumars Ashkan

...

2022/12/7

See List of Professors in Rafal Bogacz University(University of Oxford)

Co-Authors

H-index: 150
Jonathan D. Cohen

Jonathan D. Cohen

Princeton University

H-index: 129
Peter Brown

Peter Brown

University of Oxford

H-index: 114
Eric-Jan Wagenmakers

Eric-Jan Wagenmakers

Universiteit van Amsterdam

H-index: 62
Malcolm W. Brown

Malcolm W. Brown

University of Bristol

H-index: 60
Birte Forstmann

Birte Forstmann

Universiteit van Amsterdam

H-index: 53
Thomas Lukasiewicz

Thomas Lukasiewicz

University of Oxford

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