Matthew Botvinick

Affiliations

DeepMind, London, UK.
Gatsby Computational Neuroscience Unit, University College London, London, UK.

Publications (18)

A distributional code for value in dopamine-based reinforcement learning.

Nature

Avec: Will Dabney , Zeb Kurth-Nelson , Naoshige Uchida , Clara Kwon Starkweather , Demis Hassabis , Rémi Munos , Matthew Botvinick

Deep Reinforcement Learning and Its Neuroscientific Implications.

Neuron

Avec: Matthew Botvinick , Jane X Wang , Will Dabney , Kevin J Miller , Zeb Kurth-Nelson

Meta-learning, social cognition and consciousness in brains and machines.

Neural networks : the official journal of the International Neural Network Society

Avec: Angela Langdon , Matthew Botvinick , Hiroyuki Nakahara , Keiji Tanaka , Masayuki Matsumoto , Ryota Kanai

Reinforcement Learning, Fast and Slow.

Trends in cognitive sciences

Avec: Matthew Botvinick , Sam Ritter , Jane X Wang , Zeb Kurth-Nelson , Charles Blundell , Demis Hassabis

Generative replay underlies compositional inference in the hippocampal-prefrontal circuit.

Cell

Avec: Philipp Schwartenbeck , Alon Baram , Yunzhe Liu , Shirley Mark , Timothy Muller , Raymond Dolan , Matthew Botvinick , Zeb Kurth-Nelson , Timothy Behrens

Using games to understand the mind.

Nature human behaviour

Avec: Kelsey Allen , Franziska Brändle , Matthew Botvinick , Judith E Fan , Samuel J Gershman , Alison Gopnik , Thomas L Griffiths , Joshua K Hartshorne , Tobias U Hauser , Mark K Ho , Joshua R de Leeuw , Wei Ji Ma , Kou Murayama , Jonathan D Nelson , Bas van Opheusden , Thomas Pouncy , Janet Rafner , Iyad Rahwan , Robb B Rutledge , Jacob Sherson , Özgür Şimşek , Hugo Spiers , Christopher Summerfield , Mirko Thalmann , Natalia Vélez , Andrew J Watrous , Joshua B Tenenbaum , Eric Schulz

Is coding a relevant metaphor for building AI?

The Behavioral and brain sciences

Avec: Adam Santoro , Felix Hill , David Barrett , David Raposo , Matt Botvinick , Timothy Lillicrap

Human-centred mechanism design with Democratic AI.

Nature human behaviour

Avec: Raphael Koster , Jan Balaguer , Andrea Tacchetti , Ari Weinstein , Tina Zhu , Oliver Hauser , Duncan Williams , Lucy Campbell-Gillingham , Phoebe Thacker , Matthew Botvinick , Christopher Summerfield

Intuitive physics learning in a deep-learning model inspired by developmental psychology.

Nature human behaviour

Avec: Luis S Piloto , Ari Weinstein , Peter Battaglia , Matthew Botvinick

Scaffolding cooperation in human groups with deep reinforcement learning.

Nature human behaviour

Avec: Kevin R McKee , Andrea Tacchetti , Michiel A Bakker , Jan Balaguer , Lucy Campbell-Gillingham , Richard Everett , Matthew Botvinick

Meta-Learned Models of Cognition.

The Behavioral and brain sciences

Avec: Marcel Binz , Ishita Dasgupta , Akshay K Jagadish , Matthew Botvinick , Jane X Wang , Eric Schulz

A virtual rodent predicts the structure of neural activity across behaviors.

Nature

Avec: Diego Aldarondo , Josh Merel , Jesse D Marshall , Leonard Hasenclever , Ugne Klibaite , Amanda Gellis , Yuval Tassa , Greg Wayne , Matthew Botvinick , Bence P Ölveczky

Hierarchical motor control in mammals and machines.

Nature communications

Avec: Josh Merel , Matthew Botvinick , Greg Wayne

Unsupervised deep learning identifies semantic disentanglement in single inferotemporal face patch neurons.

Nature communications

Avec: Irina Higgins , Le Chang , Victoria Langston , Demis Hassabis , Christopher Summerfield , Doris Tsao , Matthew Botvinick

Pretrial predictors of conflict response efficacy in the human prefrontal cortex.

iScience

Avec: Alexander B Herman , Elliot H Smith , Catherine A Schevon , Mark J Yates , Guy M McKhann , Matthew Botvinick , Benjamin Y Hayden , Sameer A Sheth

Catalyzing next-generation Artificial Intelligence through NeuroAI.

Nature communications

Avec: Anthony Zador , Sean Escola , Blake Richards , Bence Ölveczky , Yoshua Bengio , Kwabena Boahen , Matthew Botvinick , Dmitri Chklovskii , Anne Churchland , Claudia Clopath , James DiCarlo , Surya Ganguli , Jeff Hawkins , Konrad Körding , Alexei Koulakov , Yann LeCun , Timothy Lillicrap , Adam Marblestone , Bruno Olshausen , Alexandre Pouget , Cristina Savin , Terrence Sejnowski , Eero Simoncelli , Sara Solla , David Sussillo , Andreas S Tolias , Doris Tsao

Meta-learning: Data, architecture, and both.

The Behavioral and brain sciences

Avec: Marcel Binz , Ishita Dasgupta , Akshay Jagadish , Matthew Botvinick , Jane X Wang , Eric Schulz

AI can help humans find common ground in democratic deliberation.

Science (New York, N.Y.)

Avec: Michael Henry Tessler , Michiel A Bakker , Daniel Jarrett , Hannah Sheahan , Martin J Chadwick , Raphael Koster , Georgina Evans , Lucy Campbell-Gillingham , Tantum Collins , David C Parkes , Matthew Botvinick , Christopher Summerfield

Réseau de co-auteurs

Zeb Kurth-Nelson 4 collaborations

Jane X Wang 4 collaborations

Christopher Summerfield 4 collaborations

Demis Hassabis 3 collaborations

Eric Schulz 3 collaborations

Lucy Campbell-Gillingham 3 collaborations

Will Dabney 2 collaborations

Timothy Lillicrap 2 collaborations

Raphael Koster 2 collaborations

Jan Balaguer 2 collaborations

Andrea Tacchetti 2 collaborations

Ari Weinstein 2 collaborations

Michiel A Bakker 2 collaborations

Marcel Binz 2 collaborations

Ishita Dasgupta 2 collaborations

Josh Merel 2 collaborations

Greg Wayne 2 collaborations

Doris Tsao 2 collaborations

Naoshige Uchida 1 collaboration

Clara Kwon Starkweather 1 collaboration

Rémi Munos 1 collaboration

Kevin J Miller 1 collaboration

Angela Langdon 1 collaboration

Hiroyuki Nakahara 1 collaboration

Keiji Tanaka 1 collaboration

Masayuki Matsumoto 1 collaboration

Ryota Kanai 1 collaboration

Sam Ritter 1 collaboration

Charles Blundell 1 collaboration

Philipp Schwartenbeck 1 collaboration

Alon Baram 1 collaboration

Yunzhe Liu 1 collaboration

Shirley Mark 1 collaboration

Timothy Muller 1 collaboration

Raymond Dolan 1 collaboration

Timothy Behrens 1 collaboration

Kelsey Allen 1 collaboration

Franziska Brändle 1 collaboration

Judith E Fan 1 collaboration

Samuel J Gershman 1 collaboration

Alison Gopnik 1 collaboration

Thomas L Griffiths 1 collaboration

Joshua K Hartshorne 1 collaboration

Tobias U Hauser 1 collaboration

Mark K Ho 1 collaboration

Joshua R de Leeuw 1 collaboration

Wei Ji Ma 1 collaboration

Kou Murayama 1 collaboration

Jonathan D Nelson 1 collaboration

Bas van Opheusden 1 collaboration

Thomas Pouncy 1 collaboration

Janet Rafner 1 collaboration

Iyad Rahwan 1 collaboration

Robb B Rutledge 1 collaboration

Jacob Sherson 1 collaboration

Özgür Şimşek 1 collaboration

Hugo Spiers 1 collaboration

Mirko Thalmann 1 collaboration

Natalia Vélez 1 collaboration

Andrew J Watrous 1 collaboration

Joshua B Tenenbaum 1 collaboration

Adam Santoro 1 collaboration

Felix Hill 1 collaboration

David Barrett 1 collaboration

David Raposo 1 collaboration

Matt Botvinick 1 collaboration

Tina Zhu 1 collaboration

Oliver Hauser 1 collaboration

Duncan Williams 1 collaboration

Phoebe Thacker 1 collaboration

Luis S Piloto 1 collaboration

Peter Battaglia 1 collaboration

Kevin R McKee 1 collaboration

Richard Everett 1 collaboration

Akshay K Jagadish 1 collaboration

Diego Aldarondo 1 collaboration

Jesse D Marshall 1 collaboration

Leonard Hasenclever 1 collaboration

Ugne Klibaite 1 collaboration

Amanda Gellis 1 collaboration

Yuval Tassa 1 collaboration

Bence P Ölveczky 1 collaboration

Irina Higgins 1 collaboration

Le Chang 1 collaboration

Victoria Langston 1 collaboration

Alexander B Herman 1 collaboration

Elliot H Smith 1 collaboration

Catherine A Schevon 1 collaboration

Mark J Yates 1 collaboration

Guy M McKhann 1 collaboration

Benjamin Y Hayden 1 collaboration

Sameer A Sheth 1 collaboration

Anthony Zador 1 collaboration

Sean Escola 1 collaboration

Blake Richards 1 collaboration

Bence Ölveczky 1 collaboration

Yoshua Bengio 1 collaboration

Kwabena Boahen 1 collaboration

Dmitri Chklovskii 1 collaboration

Anne Churchland 1 collaboration

Claudia Clopath 1 collaboration

James DiCarlo 1 collaboration

Surya Ganguli 1 collaboration

Jeff Hawkins 1 collaboration

Konrad Körding 1 collaboration

Alexei Koulakov 1 collaboration

Yann LeCun 1 collaboration

Adam Marblestone 1 collaboration

Bruno Olshausen 1 collaboration

Alexandre Pouget 1 collaboration

Cristina Savin 1 collaboration

Terrence Sejnowski 1 collaboration

Eero Simoncelli 1 collaboration

Sara Solla 1 collaboration

David Sussillo 1 collaboration

Andreas S Tolias 1 collaboration

Akshay Jagadish 1 collaboration

Michael Henry Tessler 1 collaboration

Daniel Jarrett 1 collaboration

Hannah Sheahan 1 collaboration

Martin J Chadwick 1 collaboration

Georgina Evans 1 collaboration

Tantum Collins 1 collaboration

David C Parkes 1 collaboration