Reconstructing computational system dynamics from neural data with recurrent neural networks

D Durstewitz, G Koppe, MI Thurm - Nature Reviews Neuroscience, 2023 - nature.com
Computational models in neuroscience usually take the form of systems of differential
equations. The behaviour of such systems is the subject of dynamical systems theory …

The persistence and transience of memory

BA Richards, PW Frankland - Neuron, 2017 - cell.com
The predominant focus in the neurobiological study of memory has been on remembering
(persistence). However, recent studies have considered the neurobiology of forgetting …

Neuromorphic electronic circuits for building autonomous cognitive systems

E Chicca, F Stefanini, C Bartolozzi… - Proceedings of the …, 2014 - ieeexplore.ieee.org
Several analog and digital brain-inspired electronic systems have been recently proposed
as dedicated solutions for fast simulations of spiking neural networks. While these …

Compositional generalization through abstract representations in human and artificial neural networks

T Ito, T Klinger, D Schultz, J Murray… - Advances in neural …, 2022 - proceedings.neurips.cc
Humans have a remarkable ability to rapidly generalize to new tasks that is difficult to
reproduce in artificial learning systems. Compositionality has been proposed as a key …

Encoding and decoding in parietal cortex during sensorimotor decision-making

IM Park, MLR Meister, AC Huk, JW Pillow - Nature neuroscience, 2014 - nature.com
It has been suggested that the lateral intraparietal area (LIP) of macaques plays a
fundamental role in sensorimotor decision-making. We examined the neural code in LIP at …

Emotion, cognition, and mental state representation in amygdala and prefrontal cortex

CD Salzman, S Fusi - Annual review of neuroscience, 2010 - annualreviews.org
Neuroscientists have often described cognition and emotion as separable processes
implemented by different regions of the brain, such as the amygdala for emotion and the …

Decision making in recurrent neuronal circuits

XJ Wang - Neuron, 2008 - cell.com
Decision making has recently emerged as a central theme in neurophysiological studies of
cognition, and experimental and computational work has led to the proposal of a cortical …

Neural mechanisms that make perceptual decisions flexible

G Okazawa, R Kiani - Annual review of physiology, 2023 - annualreviews.org
Neural mechanisms of perceptual decision making have been extensively studied in
experimental settings that mimic stable environments with repeating stimuli, fixed rules, and …

Learning substrates in the primate prefrontal cortex and striatum: sustained activity related to successful actions

MH Histed, A Pasupathy, EK Miller - Neuron, 2009 - cell.com
Learning from experience requires knowing whether a past action resulted in a desired
outcome. The prefrontal cortex and basal ganglia are thought to play key roles in such …

Network resets in medial prefrontal cortex mark the onset of behavioral uncertainty

MP Karlsson, DGR Tervo, AY Karpova - Science, 2012 - science.org
Regions within the prefrontal cortex are thought to process beliefs about the world, but little
is known about the circuit dynamics underlying the formation and modification of these …