Rafal Bogacz

Affiliations

MRC Brain Network Dynamics Unit, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.

ORCID: 0000-0002-8994-1661

Publications (32)

Learning the payoffs and costs of actions.

PLoS computational biology

Avec: Moritz Möller ,

PAX-D: study protocol for a randomised placebo-controlled trial evaluating the efficacy and mechanism of pramipexole as add-on treatment for people with treatment resistant depression.

Evidence-based mental health

Avec: Sheena Kristine Au-Yeung , James Griffiths , Sophie Roberts , Chloe Edwards , Ly-Mee Yu , Jennifer Rendell , Mary-Jane Attenburrow , Stuart Watson , Fiona Chan , Andrea Cipriani , Anthony Cleare , Catherine J Harmer , David Kessler , Jonathan Evans , Glyn Lewis , Ilina Singh , Judit Simon , Paul J Harrison , Phil Cowen , Milensu Shanyinde , John Geddes , Michael Browning

An association between prediction errors and risk-seeking: Theory and behavioral evidence.

PLoS computational biology

Avec: Moritz Moeller , Jan Grohn , Sanjay Manohar ,

Conflict Detection in a Sequential Decision Task Is Associated with Increased Cortico-Subthalamic Coherence and Prolonged Subthalamic Oscillatory Response in the β Band.

The Journal of neuroscience : the official journal of the Society for Neuroscience

Avec: E Zita Patai , Thomas Foltynie , Patricia Limousin , Harith Akram , Ludvic Zrinzo , Vladimir Litvak

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

Journal of mathematical psychology

Avec: Joshua Calder-Travis , Nick Yeung

Dopamine encoding of novelty facilitates efficient uncertainty-driven exploration.

PLoS computational biology

Avec: Yuhao Wang , Armin Lak , Sanjay G Manohar ,

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

Nature communications

Avec: Damian M Herz , Manuel Bange , Gabriel Gonzalez-Escamilla , Miriam Auer , Keyoumars Ashkan , Petra Fischer , Huiling Tan , Muthuraman Muthuraman , Sergiu Groppa , Peter Brown

Temporal regularities shape perceptual decisions and striatal dopamine signals.

Nature communications

Avec: Matthias Fritsche , Antara Majumdar , Lauren Strickland , Samuel Liebana Garcia , Armin Lak

A deep learning framework for neuroscience.

Nature neuroscience

Avec: Blake A Richards , Timothy P Lillicrap , Philippe Beaudoin , Yoshua Bengio , Amelia Christensen , Claudia Clopath , Rui Ponte Costa , Archy de Berker , Surya Ganguli , Colleen J Gillon , Danijar Hafner , Adam Kepecs , Nikolaus Kriegeskorte , Peter Latham , Grace W Lindsay , Kenneth D Miller , Richard Naud , Christopher C Pack , Panayiota Poirazi , Pieter Roelfsema , João Sacramento , Andrew Saxe , Benjamin Scellier , Anna C Schapiro , Walter Senn , Greg Wayne , Daniel Yamins , Friedemann Zenke , Joel Zylberberg , Denis Therien , Konrad P Kording

Optimizing deep brain stimulation based on isostable amplitude in essential tremor patient models.

Journal of neural engineering

Avec: Benoit Duchet , Gihan Weerasinghe , Christian Bick ,

Uncertainty-guided learning with scaled prediction errors in the basal ganglia.

PLoS computational biology

Avec: Moritz Möller , Sanjay Manohar ,

Associative Memories via Predictive Coding.

Advances in neural information processing systems

Avec: Tommaso Salvatori , Yuhang Song , Yujian Hong , Lei Sha , Simon Frieder , Zhenghua Xu , Thomas Lukasiewicz

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

Nature neuroscience

Avec: Yuhang Song , Beren Millidge , Tommaso Salvatori , Thomas Lukasiewicz , Zhenghua Xu ,

Phase-dependence of response curves to deep brain stimulation and their relationship: from essential tremor patient data to a Wilson-Cowan model.

Journal of mathematical neuroscience

Avec: Benoit Duchet , Gihan Weerasinghe , Hayriye Cagnan , Peter Brown , Christian Bick ,

Predicting the effects of deep brain stimulation using a reduced coupled oscillator model.

PLoS computational biology

Avec: Gihan Weerasinghe , Benoit Duchet , Hayriye Cagnan , Peter Brown , Christian Bick ,

A Normative Account of Confirmation Bias During Reinforcement Learning.

Neural computation

Avec: Germain Lefebvre , Christopher Summerfield ,

Can the Brain Do Backpropagation? -Exact Implementation of Backpropagation in Predictive Coding Networks.

Advances in neural information processing systems

Avec: Yuhang Song , Thomas Lukasiewicz , Zhenghua Xu ,

Dynamic modulation of subthalamic nucleus activity facilitates adaptive behavior.

PLoS biology

Avec: Damian M Herz , Manuel Bange , Gabriel Gonzalez-Escamilla , Miriam Auer , Muthuraman Muthuraman , Martin Glaser , Alek Pogosyan , Huiling Tan , Sergiu Groppa , Peter Brown

Reverse Differentiation via Predictive Coding.

Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence

Avec: Tommaso Salvatori , Yuhang Song , Zhenghua Xu , Thomas Lukasiewicz ,

Predictive coding networks for temporal prediction.

PLoS computational biology

Avec: Beren Millidge , Mufeng Tang , Mahyar Osanlouy , Nicol S Harper ,

Sequential Memory with Temporal Predictive Coding.

Advances in neural information processing systems

Avec: Mufeng Tang , Helen Barron ,

Learning probability distributions of sensory inputs with Monte Carlo predictive coding.

PLoS computational biology

Avec: Gaspard Oliviers , Alexander Meulemans

Theories of Error Back-Propagation in the Brain.

Trends in cognitive sciences

Avec: James C R Whittington ,

Optimal closed-loop deep brain stimulation using multiple independently controlled contacts.

PLoS computational biology

Avec: Gihan Weerasinghe , Benoit Duchet , Christian Bick ,

Neural signatures of hyperdirect pathway activity in Parkinson's disease.

Nature communications

Avec: Ashwini Oswal , Chunyan Cao , Chien-Hung Yeh , Wolf-Julian Neumann , James Gratwicke , Harith Akram , Andreas Horn , Dianyou Li , Shikun Zhan , Chao Zhang , Qiang Wang , Ludvic Zrinzo , Tom Foltynie , Patricia Limousin , Bomin Sun , Masud Husain , Peter Brown , Vladimir Litvak

Hunger improves reinforcement-driven but not planned action.

Cognitive, affective & behavioral neuroscience

Avec: Maaike M H van Swieten , Sanjay G Manohar

Case Report: Embedding "Digital Chronotherapy" Into Medical Devices-A Canine Validation for Controlling Status Epilepticus Through Multi-Scale Rhythmic Brain Stimulation.

Frontiers in neuroscience

Avec: Mayela Zamora , Sebastian Meller , Filip Kajin , James J Sermon , Robert Toth , Moaad Benjaber , Derk-Jan Dijk , Gregory A Worrell , Antonio Valentin , Benoit Duchet , Holger A Volk , Timothy Denison

Universal Hopfield Networks: A General Framework for Single-Shot Associative Memory Models.

Proceedings of machine learning research

Avec: Beren Millidge , Tommaso Salvatori , Yuhang Song , Thomas Lukasiewicz ,

Learning on Arbitrary Graph Topologies via Predictive Coding.

Advances in neural information processing systems

Avec: Tommaso Salvatori , Luca Pinchetti , Beren Millidge , Yuhang Song , Tianyi Bao , Thomas Lukasiewicz

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

Brain and behavior

Avec: Maaike M H van Swieten , Sanjay G Manohar

Modeling the effects of motivation on choice and learning in the basal ganglia.

PLoS computational biology

Avec: Maaike M H van Swieten ,

Dopamine role in learning and action inference.

eLife

Avec:

Réseau de co-auteurs

Yuhang Song 6 collaborations

Thomas Lukasiewicz 6 collaborations

Peter Brown 5 collaborations

Benoit Duchet 5 collaborations

Tommaso Salvatori 5 collaborations

Gihan Weerasinghe 4 collaborations

Christian Bick 4 collaborations

Zhenghua Xu 4 collaborations

Beren Millidge 4 collaborations

Sanjay G Manohar 3 collaborations

Maaike M H van Swieten 3 collaborations

Moritz Möller 2 collaborations

Sanjay Manohar 2 collaborations

Patricia Limousin 2 collaborations

Harith Akram 2 collaborations

Ludvic Zrinzo 2 collaborations

Vladimir Litvak 2 collaborations

Armin Lak 2 collaborations

Damian M Herz 2 collaborations

Manuel Bange 2 collaborations

Gabriel Gonzalez-Escamilla 2 collaborations

Miriam Auer 2 collaborations

Huiling Tan 2 collaborations

Muthuraman Muthuraman 2 collaborations

Sergiu Groppa 2 collaborations

Hayriye Cagnan 2 collaborations

Mufeng Tang 2 collaborations

Sheena Kristine Au-Yeung 1 collaboration

James Griffiths 1 collaboration

Sophie Roberts 1 collaboration

Chloe Edwards 1 collaboration

Ly-Mee Yu 1 collaboration

Jennifer Rendell 1 collaboration

Mary-Jane Attenburrow 1 collaboration

Stuart Watson 1 collaboration

Fiona Chan 1 collaboration

Andrea Cipriani 1 collaboration

Anthony Cleare 1 collaboration

Catherine J Harmer 1 collaboration

David Kessler 1 collaboration

Jonathan Evans 1 collaboration

Glyn Lewis 1 collaboration

Ilina Singh 1 collaboration

Judit Simon 1 collaboration

Paul J Harrison 1 collaboration

Phil Cowen 1 collaboration

Milensu Shanyinde 1 collaboration

John Geddes 1 collaboration

Michael Browning 1 collaboration

Moritz Moeller 1 collaboration

Jan Grohn 1 collaboration

E Zita Patai 1 collaboration

Thomas Foltynie 1 collaboration

Joshua Calder-Travis 1 collaboration

Nick Yeung 1 collaboration

Yuhao Wang 1 collaboration

Keyoumars Ashkan 1 collaboration

Petra Fischer 1 collaboration

Matthias Fritsche 1 collaboration

Antara Majumdar 1 collaboration

Lauren Strickland 1 collaboration

Samuel Liebana Garcia 1 collaboration

Blake A Richards 1 collaboration

Timothy P Lillicrap 1 collaboration

Philippe Beaudoin 1 collaboration

Yoshua Bengio 1 collaboration

Amelia Christensen 1 collaboration

Claudia Clopath 1 collaboration

Rui Ponte Costa 1 collaboration

Archy de Berker 1 collaboration

Surya Ganguli 1 collaboration

Colleen J Gillon 1 collaboration

Danijar Hafner 1 collaboration

Adam Kepecs 1 collaboration

Nikolaus Kriegeskorte 1 collaboration

Peter Latham 1 collaboration

Grace W Lindsay 1 collaboration

Kenneth D Miller 1 collaboration

Richard Naud 1 collaboration

Christopher C Pack 1 collaboration

Panayiota Poirazi 1 collaboration

Pieter Roelfsema 1 collaboration

João Sacramento 1 collaboration

Andrew Saxe 1 collaboration

Benjamin Scellier 1 collaboration

Anna C Schapiro 1 collaboration

Walter Senn 1 collaboration

Greg Wayne 1 collaboration

Daniel Yamins 1 collaboration

Friedemann Zenke 1 collaboration

Joel Zylberberg 1 collaboration

Denis Therien 1 collaboration

Konrad P Kording 1 collaboration

Yujian Hong 1 collaboration

Lei Sha 1 collaboration

Simon Frieder 1 collaboration

Germain Lefebvre 1 collaboration

Christopher Summerfield 1 collaboration

Martin Glaser 1 collaboration

Alek Pogosyan 1 collaboration

Mahyar Osanlouy 1 collaboration

Nicol S Harper 1 collaboration

Helen Barron 1 collaboration

Gaspard Oliviers 1 collaboration

Alexander Meulemans 1 collaboration

James C R Whittington 1 collaboration

Ashwini Oswal 1 collaboration

Chunyan Cao 1 collaboration

Chien-Hung Yeh 1 collaboration

Wolf-Julian Neumann 1 collaboration

James Gratwicke 1 collaboration

Andreas Horn 1 collaboration

Dianyou Li 1 collaboration

Shikun Zhan 1 collaboration

Chao Zhang 1 collaboration

Qiang Wang 1 collaboration

Tom Foltynie 1 collaboration

Bomin Sun 1 collaboration

Masud Husain 1 collaboration

Mayela Zamora 1 collaboration

Sebastian Meller 1 collaboration

Filip Kajin 1 collaboration

James J Sermon 1 collaboration

Robert Toth 1 collaboration

Moaad Benjaber 1 collaboration

Derk-Jan Dijk 1 collaboration

Gregory A Worrell 1 collaboration

Antonio Valentin 1 collaboration

Holger A Volk 1 collaboration

Timothy Denison 1 collaboration

Luca Pinchetti 1 collaboration

Tianyi Bao 1 collaboration