Explaining dopamine through prediction errors and beyond

SJ Gershman, JA Assad, SR Datta, SW Linderman… - Nature …, 2024 - nature.com
The most influential account of phasic dopamine holds that it reports reward prediction
errors (RPEs). The RPE-based interpretation of dopamine signaling is, in its original form …

Synaptic plasticity forms and functions

JC Magee, C Grienberger - Annual review of neuroscience, 2020 - annualreviews.org
Synaptic plasticity, the activity-dependent change in neuronal connection strength, has long
been considered an important component of learning and memory. Computational and …

Reinforcement learning, fast and slow

M Botvinick, S Ritter, JX Wang, Z Kurth-Nelson… - Trends in cognitive …, 2019 - cell.com
Deep reinforcement learning (RL) methods have driven impressive advances in artificial
intelligence in recent years, exceeding human performance in domains ranging from Atari to …

On what motivates us: a detailed review of intrinsic v. extrinsic motivation

LS Morris, MM Grehl, SB Rutter, M Mehta… - Psychological …, 2022 - cambridge.org
Motivational processes underlie behaviors that enrich the human experience, and
impairments in motivation are commonly observed in psychiatric illness. While motivated …

What does dopamine mean?

JD Berke - Nature neuroscience, 2018 - nature.com
Dopamine is a critical modulator of both learning and motivation. This presents a problem:
how can target cells know whether increased dopamine is a signal to learn or to move? It is …

Striatal circuits for reward learning and decision-making

J Cox, IB Witten - Nature Reviews Neuroscience, 2019 - nature.com
The striatum is essential for learning which actions lead to reward and for implementing
those actions. Decades of experimental and theoretical work have led to several influential …

Dopamine: the neuromodulator of long-term synaptic plasticity, reward and movement control

L Speranza, U Di Porzio, D Viggiano, A de Donato… - Cells, 2021 - mdpi.com
Dopamine (DA) is a key neurotransmitter involved in multiple physiological functions
including motor control, modulation of affective and emotional states, reward mechanisms …

Dopamine and cognitive control in prefrontal cortex

T Ott, A Nieder - Trends in cognitive sciences, 2019 - cell.com
Cognitive control, the ability to orchestrate behavior in accord with our goals, depends on
the prefrontal cortex. These cognitive functions are heavily influenced by the …

Prefrontal cortex as a meta-reinforcement learning system

JX Wang, Z Kurth-Nelson, D Kumaran, D Tirumala… - Nature …, 2018 - nature.com
Over the past 20 years, neuroscience research on reward-based learning has converged on
a canonical model, under which the neurotransmitter dopamine 'stamps in'associations …

The unreasonable effectiveness of deep learning in artificial intelligence

TJ Sejnowski - Proceedings of the National Academy of …, 2020 - National Acad Sciences
Deep learning networks have been trained to recognize speech, caption photographs, and
translate text between languages at high levels of performance. Although applications of …