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List of works by Matthew Botvinick

A comparative evaluation of off-the-shelf distributed semantic representations for modelling behavioural data

scientific article

A distributional code for value in dopamine-based reinforcement learning

scientific article published on 15 January 2020

A labor/leisure tradeoff in cognitive control

scientific article published on 10 December 2012

A systematic approach to extracting semantic information from functional MRI data

scientific article published in January 2012

Abstract Structural Representations of Goal-Directed Behavior

scientific article published on September 20, 2010

Author Correction: The hippocampus as a predictive map.

scientific article

Building machines that learn and think for themselves

scientific article published in January 2017

Catalyzing next-generation Artificial Intelligence through NeuroAI

scientific article published on 22 March 2023

Cingulate cortex: diverging data from humans and monkeys

scientific article published on 24 September 2009

Commentary: Why I Am Not a Dynamicist

scientific article published on November 10, 2011

Conflict monitoring versus selection-for-action in anterior cingulate cortex

scientific article published on 11 November 1999

Conflict over cingulate cortex: Between-species differences in cingulate may support enhanced cognitive flexibility in humans

scientific article

Deep Reinforcement Learning and Its Neuroscientific Implications

scientific article published on 30 June 2020

Design Principles of the Hippocampal Cognitive Map

scientific article published in January 2014

Dissociable neural mechanisms track evidence accumulation for selection of attention versus action.

scientific article

Distinguishing grammatical constructions with fMRI pattern analysis

scientific article published on September 23, 2012

Divide and Conquer: Hierarchical Reinforcement Learning and Task Decomposition in Humans

scholarly article published 2013

Doing without schema hierarchies: a recurrent connectionist approach to normal and impaired routine sequential action

scientific article published in April 2004

Dorsal hippocampus contributes to model-based planning.

scientific article published on 31 July 2017

From numerosity to ordinal rank: a gain-field model of serial order representation in cortical working memory

scientific article published in August 2007

Generating Text from Functional Brain Images

scientific article published on August 23, 2011

Generating descriptive text from functional brain images

scientific article published in 2011

Goal-directed decision making in prefrontal cortex: A computational framework.

scientific article

Goal-directed decision making in prefrontal cortex: a computational framework

Hierarchical learning induces two simultaneous, but separable, prediction errors in human basal ganglia

scientific article published on March 2013

Hierarchical motor control in mammals and machines

scientific article published on 02 December 2019

Information mapping with pattern classifiers: a comparative study

scientific article published on 17 May 2010

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

scientific article published on 11 July 2022

Irrational time allocation in decision-making.

scientific article published in January 2016

Machine learning classifiers and fMRI: a tutorial overview

scientific article (publication date: March 2009)

Mental labour

scientific article published on 03 September 2018

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

scientific article published in 2022

Model-based hierarchical reinforcement learning and human action control

scientific article

Motivation and cognitive control: from behavior to neural mechanism

scientific article published on 12 September 2014

Neural scene representation and rendering

scientific article published on 14 June 2018

Neuroscience-Inspired Artificial Intelligence

scientific article

Neuroscience. Probing the neural basis of body ownership

scientific article published on 01 August 2004

One-shot Learning with Memory-Augmented Neural Networks

article published in 2016

Planning as inference

scientific article published on August 30, 2012

Prefrontal cortex as a meta-reinforcement learning system

scientific article published on 14 May 2018

Reduced model-based decision-making in schizophrenia

scientific article published on 12 May 2016

Regularization in short-term memory for serial order.

scientific article published on March 2005

Reinforcement Learning, Fast and Slow

scientific article published in April 2019

Representing task context: proposals based on a connectionist model of action

scientific article published on 7 November 2002

The hippocampus as a predictive map.

scientific article published on 2 October 2017

The intrinsic cost of cognitive control

scientific article published in December 2013

The successor representation in human reinforcement learning

scientific article published on 28 August 2017

Toward a universal decoder of linguistic meaning from brain activation.

scientific article published on 6 March 2018

Tutorial : Recent Advances in Deep Learning

scholarly article by Matthew Botvinick & Peter Battaglia published 2017 in Proceedings of the 39th Annual Meeting of the Cognitive Science Society

Uncovering a missing link in anterior cingulate research

scientific article

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

scientific article published in 2021

Using Wikipedia to learn semantic feature representations of concrete concepts in neuroimaging experiments

scientific article (publication date: 2013)

Viewing facial expressions of pain engages cortical areas involved in the direct experience of pain.

scientific article

Widespread temporal coding of cognitive control in the human prefrontal cortex

scientific article published on 30 September 2019