A distributed, hierarchical and recurrent framework for reward-based choice

Reward-based training of recurrent neural networks for cognitive and value-based tasks

(2017) H Francis Song et al.   eLife

Dorsal Anterior Cingulate Cortex: A Bottom-Up View

(2016) Sarah R. Heilbronner et al.   Annual Review of Neuroscience

Neuronal selectivity for spatial positions of offers and choices in five reward regions

(2016) Caleb E. Strait et al.   JOURNAL OF NEUROPHYSIOLOGY

Rule Encoding in Orbitofrontal Cortex and Striatum Guides Selection

(2016) B. J. Sleezer et al.   JOURNAL OF NEUROSCIENCE

What stays the same in orbitofrontal cortex

(2016) Erin L Rich et al.   NATURE NEUROSCIENCE

Hierarchical error representation in medial prefrontal cortex

(2016) Noah Zarr et al.   NEUROIMAGE

Decision Making and Sequential Sampling from Memory

(2016) Michael N. Shadlen et al.   NEURON

Hierarchical decision processes that operate over distinct timescales underlie choice and changes in strategy

(2016) Braden A. Purcell et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Navigating the Affordance Landscape: Feedback Control as a Process Model of Behavior and Cognition

(2016) Giovanni Pezzulo et al.   TRENDS IN COGNITIVE SCIENCES

Predictive decision making driven by multiple time-linked reward representations in the anterior cingulate cortex

(2016) Marco K. Wittmann et al.   Nature Communications

Autocorrelation structure at rest predicts value correlates of single neurons during reward-guided choice

(2016) Sean E Cavanagh et al.   eLife

The hierarchical organization of the lateral prefrontal cortex

(2016) Derek Evan Nee et al.   eLife

A neuro-computational model of economic decisions

(2015) Aldo Rustichini et al.   JOURNAL OF NEUROPHYSIOLOGY

Ramping ensemble activity in dorsal anterior cingulate neurons during persistent commitment to a decision

(2015) Tommy C. Blanchard et al.   JOURNAL OF NEUROPHYSIOLOGY

Reinforcement Learning in Multidimensional Environments Relies on Attention Mechanisms

(2015) Y. Niv et al.   JOURNAL OF NEUROSCIENCE

Deep learning

(2015) Yann LeCun et al.   NATURE

Measuring macroscopic brain connections in vivo

(2015) Saad Jbabdi et al.   NATURE NEUROSCIENCE

The Necessity of Rostrolateral Prefrontal Cortex for Higher-Level Sequential Behavior

(2015) Theresa M. Desrochers et al.   NEURON

A Large-Scale Circuit Mechanism for Hierarchical Dynamical Processing in the Primate Cortex

(2015) Rishidev Chaudhuri et al.   NEURON

Connectivity reveals relationship of brain areas for reward-guided learning and decision making in human and monkey frontal cortex

(2015) Franz-Xaver Neubert et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Cortical information flow during flexible sensorimotor decisions

(2015) M. Siegel et al.   SCIENCE

‘Activity-silent’ working memory in prefrontal cortex: a dynamic coding framework

(2015) Mark G. Stokes   TRENDS IN COGNITIVE SCIENCES

Testing necessary regional frontal contributions to value assessment and fixation-based updating

(2015) Avinash R. Vaidya et al.   Nature Communications

Signatures of Value Comparison in Ventral Striatum Neurons

(2015) Caleb E. Strait et al.   PLOS BIOLOGY

Lateral orbitofrontal neurons acquire responses to upshifted, downshifted, or blocked cues during unblocking

(2015) Nina Lopatina et al.   eLife

Capturing the temporal evolution of choice across prefrontal cortex

(2015) Laurence T Hunt et al.   eLife

Deep Neural Networks: A New Framework for Modeling Biological Vision and Brain Information Processing

(2015) Nikolaus Kriegeskorte   Annual Review of Vision Science

Autonomous Encoding of Irrelevant Goals and Outcomes by Prefrontal Cortex Neurons

(2014) A. Genovesio et al.   JOURNAL OF NEUROSCIENCE

The Essential Role of Primate Orbitofrontal Cortex in Conflict-Induced Executive Control Adjustment

(2014) F. A. Mansouri et al.   JOURNAL OF NEUROSCIENCE

A hierarchy of intrinsic timescales across primate cortex

(2014) John D Murray et al.   NATURE NEUROSCIENCE

Hierarchical competitions subserving multi-attribute choice

(2014) Laurence T Hunt et al.   NATURE NEUROSCIENCE

A neural mechanism underlying failure of optimal choice with multiple alternatives

(2014) Bolton K H Chau et al.   NATURE NEUROSCIENCE

A category-free neural population supports evolving demands during decision-making

(2014) David Raposo et al.   NATURE NEUROSCIENCE

Insights into Human Behavior from Lesions to the Prefrontal Cortex

(2014) Sara M. Szczepanski et al.   NEURON

The Neural Network Underlying Incentive-Based Learning: Implications for Interpreting Circuit Disruptions in Psychiatric Disorders

(2014) Suzanne N. Haber et al.   NEURON

Reward Value Comparison via Mutual Inhibition in Ventromedial Prefrontal Cortex

(2014) Caleb E. Strait et al.   NEURON

Optimal Control of Transient Dynamics in Balanced Networks Supports Generation of Complex Movements

(2014) Guillaume Hennequin et al.   NEURON

The problem with value

(2014) John P. O’Doherty   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Performance-optimized hierarchical models predict neural responses in higher visual cortex

(2014) D. L. K. Yamins et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

What are the neural origins of choice variability?

(2014) Laurence T. Hunt   TRENDS IN COGNITIVE SCIENCES

Cortical Control of Arm Movements: A Dynamical Systems Perspective

(2013) Krishna V. Shenoy et al.   Annual Review of Neuroscience

Single-Neuron Mechanisms Underlying Cost-Benefit Analysis in Frontal Cortex

(2013) T. Hosokawa et al.   JOURNAL OF NEUROSCIENCE

Ventromedial Prefrontal and Anterior Cingulate Cortex Adopt Choice and Default Reference Frames during Sequential Multi-Alternative Choice

(2013) E. D. Boorman et al.   JOURNAL OF NEUROSCIENCE

Context-dependent computation by recurrent dynamics in prefrontal cortex

(2013) Valerio Mante et al.   NATURE

The importance of mixed selectivity in complex cognitive tasks

(2013) Mattia Rigotti et al.   NATURE

The primate amygdala combines information about space and value

(2013) Christopher J Peck et al.   NATURE NEUROSCIENCE

Goals and Habits in the Brain

(2013) Ray J. Dolan et al.   NEURON

Trial-Type Dependent Frames of Reference for Value Comparison

(2013) Laurence T. Hunt et al.   PLoS Computational Biology

A Weighted and Directed Interareal Connectivity Matrix for Macaque Cerebral Cortex

(2012) N. T. Markov et al.   CEREBRAL CORTEX

Valuation and decision-making in frontal cortex: one or many serial or parallel systems?

(2012) Matthew FS Rushworth et al.   CURRENT OPINION IN NEUROBIOLOGY

Neural dynamics and circuit mechanisms of decision-making

(2012) Xiao-Jing Wang   CURRENT OPINION IN NEUROBIOLOGY

Making decisions through a distributed consensus

(2012) Paul Cisek   CURRENT OPINION IN NEUROBIOLOGY

The root of all value: a neural common currency for choice

(2012) Dino J Levy et al.   CURRENT OPINION IN NEUROBIOLOGY

Neuronal Activity during a Cued Strategy Task: Comparison of Dorsolateral, Orbital, and Polar Prefrontal Cortex

(2012) S. Tsujimoto et al.   JOURNAL OF NEUROSCIENCE

Time-Dependent Changes in Human Corticospinal Excitability Reveal Value-Based Competition for Action during Decision Processing

(2012) M. C. Klein-Flugge et al.   JOURNAL OF NEUROSCIENCE

Choice-specific sequences in parietal cortex during a virtual-navigation decision task

(2012) Christopher D. Harvey et al.   NATURE

A mechanism for value-guided choice based on the excitation-inhibition balance in prefrontal cortex

(2012) Gerhard Jocham et al.   NATURE NEUROSCIENCE

Mechanisms underlying cortical activity during value-guided choice

(2012) Laurence T Hunt et al.   NATURE NEUROSCIENCE

Opening the Black Box: Low-Dimensional Dynamics in High-Dimensional Recurrent Neural Networks

(2012) David Sussillo et al.   NEURAL COMPUTATION

Rostral–caudal gradients of abstraction revealed by multi-variate pattern analysis of working memory

(2012) Derek Evan Nee et al.   NEUROIMAGE

The Future of Memory: Remembering, Imagining, and the Brain

(2012) Daniel L. Schacter et al.   NEURON

Neural Mechanisms of Foraging

(2012) N. Kolling et al.   SCIENCE

Network Resets in Medial Prefrontal Cortex Mark the Onset of Behavioral Uncertainty

(2012) M. P. Karlsson et al.   SCIENCE

In Monkeys Making Value-Based Decisions, LIP Neurons Encode Cue Salience and Not Action Value

(2012) M. L. Leathers et al.   SCIENCE

Tools of the trade: psychophysiological interactions and functional connectivity

(2012) Jill X. O’Reilly et al.   Social Cognitive and Affective Neuroscience

Motivation of extended behaviors by anterior cingulate cortex

(2012) Clay B. Holroyd et al.   TRENDS IN COGNITIVE SCIENCES

The Development and Application of Optogenetics

(2011) Lief Fenno et al.   Annual Review of Neuroscience

Neurobiology of Economic Choice: A Good-Based Model

(2011) Camillo Padoa-Schioppa   Annual Review of Neuroscience

Mechanisms of Hierarchical Reinforcement Learning in Corticostriatal Circuits 1: Computational Analysis

(2011) Michael J. Frank et al.   CEREBRAL CORTEX

The Decision Value Computations in the vmPFC and Striatum Use a Relative Value Code That is Guided by Visual Attention

(2011) S.-L. Lim et al.   JOURNAL OF NEUROSCIENCE

Neural Correlates of Biased Competition in Premotor Cortex

(2011) A. Pastor-Bernier et al.   JOURNAL OF NEUROSCIENCE

Reward Value-Based Gain Control: Divisive Normalization in Parietal Cortex

(2011) K. Louie et al.   JOURNAL OF NEUROSCIENCE

Neuronal basis of sequential foraging decisions in a patchy environment

(2011) Benjamin Y Hayden et al.   NATURE NEUROSCIENCE

A reservoir of time constants for memory traces in cortical neurons

(2011) Alberto Bernacchia et al.   NATURE NEUROSCIENCE

Ubiquity and Specificity of Reinforcement Signals throughout the Human Brain

(2011) Timothy J. Vickery et al.   NEURON

Heterogeneous Coding of Temporally Discounted Values in the Dorsal and Ventral Striatum during Intertemporal Choice

(2011) Xinying Cai et al.   NEURON

Transformation of stimulus value signals into motor commands during simple choice

(2011) T. A. Hare et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Rational Choice, Context Dependence, and the Value of Information in European Starlings (Sturnus vulgaris)

(2011) E. Freidin et al.   SCIENCE

Stop Signals Provide Cross Inhibition in Collective Decision-Making by Honeybee Swarms

(2011) T. D. Seeley et al.   SCIENCE

Does the brain calculate value?

(2011) Ivo Vlaev et al.   TRENDS IN COGNITIVE SCIENCES

Dissociating Valuation and Saliency Signals during Decision-Making

(2010) A. Litt et al.   CEREBRAL CORTEX

Neural computations associated with goal-directed choice

(2010) Antonio Rangel et al.   CURRENT OPINION IN NEUROBIOLOGY

Separating Value from Choice: Delay Discounting Activity in the Lateral Intraparietal Area

(2010) K. Louie et al.   JOURNAL OF NEUROSCIENCE

Evidence for grid cells in a human memory network

(2010) Christian F. Doeller et al.   NATURE

Visual fixations and the computation and comparison of value in simple choice

(2010) Ian Krajbich et al.   NATURE NEUROSCIENCE

Choice, difficulty, and confidence in the brain

(2010) Edmund T. Rolls et al.   NEUROIMAGE

Separable Learning Systems in the Macaque Brain and the Role of Orbitofrontal Cortex in Contingent Learning

(2010) Mark E. Walton et al.   NEURON

Frontal Cortex and the Discovery of Abstract Action Rules

(2010) David Badre et al.   NEURON

A mechanistic account of value computation in the human brain

(2010) M. G. Philiastides et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Separate value comparison and learning mechanisms in macaque medial and lateral orbitofrontal cortex

(2010) M. P. Noonan et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The What and How of prefrontal cortical organization

(2010) Randall C. O’Reilly   TRENDS IN NEUROSCIENCES

Motivation and cognitive control in the human prefrontal cortex

(2009) Frédérique Kouneiher et al.   NATURE NEUROSCIENCE

Is the rostro-caudal axis of the frontal lobe hierarchical?

(2009) David Badre et al.   NATURE REVIEWS NEUROSCIENCE

The Neurobiology of Decision: Consensus and Controversy

(2009) Joseph W. Kable et al.   NEURON

Generating Coherent Patterns of Activity from Chaotic Neural Networks

(2009) David Sussillo et al.   NEURON

Social cognition and the brain: A meta-analysis

(2008) Frank Van Overwalle   HUMAN BRAIN MAPPING

Neural correlates, computation and behavioural impact of decision confidence

(2008) Adam Kepecs et al.   NATURE

A framework for studying the neurobiology of value-based decision making

(2008) Antonio Rangel et al.   NATURE REVIEWS NEUROSCIENCE

Prefrontal Coding of Temporally Discounted Values during Intertemporal Choice

(2008) Soyoun Kim et al.   NEURON

Collective cognition in animal groups

(2008) Iain D. Couzin   TRENDS IN COGNITIVE SCIENCES