Training Excitatory-Inhibitory Recurrent Neural Networks for Cognitive Tasks: A Simple and Flexible Framework

On simplicity and complexity in the brave new world of large-scale neuroscience

(2015) Peiran Gao et al.   CURRENT OPINION IN NEUROBIOLOGY

A neural network that finds a naturalistic solution for the production of muscle activity

(2015) David Sussillo et al.   NATURE NEUROSCIENCE

From the neuron doctrine to neural networks

(2015) Rafael Yuste   NATURE REVIEWS NEUROSCIENCE

Dynamic Control of Response Criterion in Premotor Cortex during Perceptual Detection under Temporal Uncertainty

(2015) Federico Carnevale et al.   NEURON

Cortical information flow during flexible sensorimotor decisions

(2015) M. Siegel et al.   SCIENCE

Principles of connectivity among morphologically defined cell types in adult neocortex

(2015) X. Jiang et al.   SCIENCE

Neural circuits as computational dynamical systems

(2014) David Sussillo   CURRENT OPINION IN NEUROBIOLOGY

A blanket of inhibition: functional inferences from dense inhibitory connectivity

(2014) Mahesh M Karnani et al.   CURRENT OPINION IN NEUROBIOLOGY

Dimensionality reduction for large-scale neural recordings

(2014) John P Cunningham et al.   NATURE NEUROSCIENCE

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

(2014) David Raposo et al.   NATURE NEUROSCIENCE

Spatial embedding of structural similarity in the cerebral cortex

(2014) H. Francis Song et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

Working models of working memory

(2013) Omri Barak et al.   CURRENT OPINION IN NEUROBIOLOGY

Neuronal Population Coding of Parametric Working Memory

(2013) O. Barak 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

Inhibition of inhibition in visual cortex: the logic of connections between molecularly distinct interneurons

(2013) Carsten K Pfeffer et al.   NATURE NEUROSCIENCE

Robust timing and motor patterns by taming chaos in recurrent neural networks

(2013) Rodrigo Laje et al.   NATURE NEUROSCIENCE

Reinforcement Learning of Two-Joint Virtual Arm Reaching in a Computer Model of Sensorimotor Cortex

(2013) Samuel A. Neymotin et al.   NEURAL COMPUTATION

A Predictive Network Model of Cerebral Cortical Connectivity Based on a Distance Rule

(2013) Mária Ercsey-Ravasz et al.   NEURON

From fixed points to chaos: Three models of delayed discrimination

(2013) Omri Barak et al.   PROGRESS IN NEUROBIOLOGY

Rats and Humans Can Optimally Accumulate Evidence for Decision-Making

(2013) B. W. Brunton et al.   SCIENCE

The Cell-Type Specific Cortical Microcircuit: Relating Structure and Activity in a Full-Scale Spiking Network Model

(2012) Tobias C. Potjans et al.   CEREBRAL CORTEX

A Weighted and Directed Interareal Connectivity Matrix for Macaque Cerebral Cortex

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

Spatial Profile of Excitatory and Inhibitory Synaptic Connectivity in Mouse Primary Auditory Cortex

(2012) R. B. Levy et al.   JOURNAL OF NEUROSCIENCE

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

(2012) David Sussillo et al.   NEURAL COMPUTATION

Same or Different? A Neural Circuit Mechanism of Similarity-Based Pattern Match Decision Making

(2011) T. A. Engel et al.   JOURNAL OF NEUROSCIENCE

How advances in neural recording affect data analysis

(2011) Ian H Stevenson et al.   NATURE NEUROSCIENCE

The Asynchronous State in Cortical Circuits

(2010) A. Renart et al.   SCIENCE

Internal representation of task rules by recurrent dynamics: the importance of the diversity of neural responses

(2010) Mattia Rigotti   Frontiers in Computational Neuroscience

Generating Coherent Patterns of Activity from Chaotic Neural Networks

(2009) David Sussillo et al.   NEURON

Balanced Amplification: A New Mechanism of Selective Amplification of Neural Activity Patterns

(2009) Brendan K. Murphy et al.   NEURON

Bounded Integration in Parietal Cortex Underlies Decisions Even When Viewing Duration Is Dictated by the Environment

(2008) R. Kiani et al.   JOURNAL OF NEUROSCIENCE

A Spiking Neural Network Model of an Actor-Critic Learning Agent

(2008) Wiebke Potjans et al.   NEURAL COMPUTATION